🐙 Lunch & Learn: Most Important AI Skills to Learn in 2024 and Q&A Session | Tina Huang

0:00Hello friends, my apologies for being late. I apologize. Isn't my background super pretty though? Look. So cute. I really like that. I think I want to do something like that in my room. That would be so nice. Okay. How are y'all doing today? Good morning, good afternoon, good evening. Hello. Hi. How are you doing? What time is the matter? We're waiting anytime. Yeah, sorry. I was a little bit late today.

1:01Trying to get things set up, you know? Hi from Pakistan. Hi there. Hello friends. Hey girl, good you. I'm good. I'm good. I'm actually in Shanghai right now. Has anybody been to Shanghai? Let me know. I'm here for a little bit of a talk. I'll only hear for a couple days before I go back to Beijing. But Shanghai is usually... Yeah, isn't that? It's so pretty here. But look outside though. It's kind of dreary today. It's been raining since yesterday. But that's okay. Walking the bun yesterday. It's a bit rainy though. Are your lives always in Saturday nights? They are generally on Saturday nights. I try to make them Saturday nights. If I'm in North America, they become more like Saturday afternoons. Like noon.

2:01That's how they're called lunch and learns. But you know, I was like, oh, it's lunch somewhere in the world. Yes. Nope, never been to Shanghai. You should visit sometime. Recommended. Hello. Can. Shartsy on slut. To you indeed. All right. So today, I wanted to talk about what did I want to talk about? Who knows these days. Let me see. Let's see. What am I going to talk about today? Literally forgot. Let's see. Hmm. I remember when I first started live streaming and I would get so nervous. Like, what if I do something weird? And then I realized now I'm just like, okay. I will.

3:01Let me see. Hmm. Okay. Cool. All right. So today, I wanted to talk about top AI skills to learn in 2024. So that's what I wanted to talk about. And I also wanted to talk about lonely octopus, which is launching, which has launched. I haven't put them all on social media yet. I wanted to do this live stream to talk about it and see if there's anyone interested and so any questions that anybody is interested in doing in asking. So I figured we can start with the top AI skills to learn.

4:03And then after that, we can talk a little bit about lonely octopus. How does that sound? We're the other way around. What do you think? That works. Other way around works as well. Maybe I'll just kind of give a quick overview of both. Oh no. Did my live stream die? Sheet. Did my stream die? Let me check. I think it died. I think it's fine. Okay, I don't know if my stream died. I think it's fine. Okay, well, I'm going to talk. I'm just going to give a brief overview of both. And then we can jump into the AI skills stuff. So that is not the right application. Let me see.

5:07Okay, cool. Okay, so AI skills are going to be talking about. So I listed out some of the skills as well as some of the tools and kind of different news, ways of keeping up and things like that. So we can, what I would like to do is just start off with this list. As to what we did last time, what we talked about, how to solve tiny annoying things using AI. I think we can expand on this list together. And then especially on the like the certain resources, like I think, prompt engineering, like this one, I'm just going to like not, like this one is like the number one thing I think you should do, how to interact with chatbots using AI for daily life, local LMS, like things like that. So I have a bunch of lists here to talk about. We can add on to this. So for the only octopus, very briefly as well. So the only octopus, our tagline is to learn AI data skills to work on real company projects. So what that means is that with you are part of the cohort, we give you a customized study plan. This study plan is going to be based upon your skill sets,

6:09what you're interested in, what you want to learn, and what your ultimate goal is. So you're going to learn that study plan for the first six weeks. You also have like the weekly check-ins with the community and with us as well, career planning and you be implementing projects. So yeah, and they'll be weekly expert tutorials and talks. And then after the six weeks, you'll be doing a real company project. So this is a company, it's an actual company, it's an actual project. And then we will help you on project selection and we'll give you full support throughout that process. So you'll be learning everything and then you get to apply everything for the company project. These projects, they're usually small to medium sized company startups. And because if you want to go for larger companies, you do have to go through interview process. But we chose companies that were started by very reputable people, like the meta AI team, consulting, Gen and Tech director, Deloitte consultants, etc. So yeah, and then after you finish the company projects,

7:09you get to learn, sorry, you get to, okay, if you complete it. So again, like these are actual company projects, so I can't control as much like what it is that you'll be doing, except for, you know, like you got to do it yourself basically with our support. But if you do well and you do complete it, then you'll get referrals, reference letters, which you can use wherever from these very good people, from good companies. And you'll also be part of, oh, you also get a certificate, and you'll be part of our network whenever we need certain freelancers where certain people are applying for jobs. All right, I can go into more detail about this, but kind of just wanted to give you the spiel, where applications are going to be open now, and we do do it on the first come first serve. So we screen applications on a first come first serve basis until our slots are filled up. So if you want to apply, here is the link, and I'll pin it in the description, you can check it out, and then we can talk about it later.

8:10That's well. Okay, nice skills to work on real company projects. Apps are open. Okay, cool. So I'm just going to pin that, and then we can start our thing. Pin message. Okay, cool. What do you include this dog somewhere? Oh, you can have the dog. Yeah, just just ask me next time, because I like, forget. Where is it? Yeah, because I kind of like, forget. But yeah, also you can have it. You can have it. Here. You link. There, now you can leave now. Just kidding, I'll do that. You could, but not rather you not, you not do that.

9:13Alright, let's make my face smaller as well. My face is massive. Okay, here is a good spot to put my face, and here is... What is... Wait, wait. Why is it... Let me see. Cool. Okay, that took me a while. Okay, I'll put the link as well, if you want to look at it. Go ahead. How many slots are there? So we are tentatively looking at around like, I would say approximately 30 to 40 spots in total. But, you know, friendly, there's no prerequisites. Like, we don't judge you based upon where, how many things you know. So it's okay if you don't know how to code it.

10:13All we have people coming in software engineers, are people coming, not knowing how to code it all as well. It's more about, we assess people on their ability to learn and be part of the community. So your study plan is completely custom towards you. Should we pay for this? Yes, yes. It is a paid program. So it's $1,799, which I can go into more detail about for the six week program for all the learning custom study plan weekly, the weekly lives, tutorials, everything, and the full support for the final company project, plus certificate, plus referrals of recommendation letters, as well as being part of the network. And you also have resources, lifetime access to all resources, including all courses forever. So I can go into more detail about that, but that's the, so it is a paid program, yes. Is there any reason for 30 to 40? The reason is because we don't want to accept too many people into the program, because we want to make sure that we can give you a really good experience

11:13from our team. So every single program in our team, you have to make sure that you're doing a good job. That's why I'm telling you that I'm doing this. Okay, is it back? Okay, I think it's back, right? Let me check. Okay, good. We are back. Okay, I better stop doing something weird. No, okay, it wasn't doing anything weird. Do you feel all entertained now? All right, well, where is I? Before I decided to be dead on stream. Okay, you gotta be careful how you say it these days. You know, like a blocker stream. Okay, all right. What was I talking about? Yes, AI skills to learn. Prompt engineering. So the first thing that I think every single person should be learning is prompt engineering. Because if you don't know how to do prompt engineering, you cannot do any of the AI's.

12:14So that is why very important. Like, prompt engineering, by the way, refers to being able to, it's basically how do you interact with AI? Like, how do you tell it stuff in such a fashion that it can give you the best results? And it can make a huge difference. How good, depending on how good you are, prompt engineering. Like you can say something or just like give you a bunch of random shit. That doesn't make any sense. We're in current things. But then you can also ask it properly. Like, for example, tell it to site its sources, tell it to things that by step. Tell it to, like, just using it in a way that is very helpful. Like, for example, for writing as well. Instead of asking chat to be teachers, like, write my essay for me, you can start off with thinking about it from an iterative process. Like, step one is to first come up with an outline and then figure out the outline together and then write the paragraphs together. Does that make sense? So there's like a lot of different ways that you can interact with large language models and really just any AI these days using natural language.

13:17In such a way that you can get better results as opposed to if you just type some stuff and hope that it gets the answer right. So yeah, I can't stress this one enough. Like, I literally made, I'll show you. So this is part of the lonely octopus courses. So I literally made an entire course with a lot of things that's based upon like how, like, these are some ways that you can interact with chat GPT and also other other AIs. Or think we can model the AIs. I can't talk today. I haven't had my coffee. Other AIs out there as well. So I literally have all of these different things. For example, like creating it as a tutor. Here's my friend Ken as well. How to debug using chat GPT. Things like that. I would say the most important. Like, these are all like different ways of interacting it. What I like to do. What I like to enter. What I like to emphasize the most is for example, um, something principles like iterative approach to prompting.

14:23Like, this is kind of a little quick tip. Always think about prompting as a, like, not just like you asked you to something and for it to come back. Think about it as like a conversation you're having with someone. So work with it. Step by step, step by step as opposed to just like directly asking for stuff. Anyways, so yeah, I think this is like super important. This is a prompt engineering. This is a course for the lonely octopus. There's also courses elsewhere as well. There's, there's actually quite a few different, um, prompting courses. This one is like more specific for learning things quickly, especially like technical things. Uh, but if you look at some of the other courses that are out there, usually they're a little bit more general, just like how to prompt in general. Like, they're still really helpful, um, in terms of learning how to interact with AI. So whether, whatever it is that you do, figure out how to learn prompt engineering first. I actually recommend that go watch a YouTube video playlist, um, at the very minimum. And you will find you have a lot better approaches. So you have a lot better interactions with you.

15:24Does anybody deny me in that sense? Uh, does anybody have any, like, I don't believe you, Tina. I actually kind of give you an example. You know what? Let's just pull up chat to PT and I'll give you a little example of some of the things that what I'm talking about. Like, for example, if you just straight up go like write me an essay. Can you guys see? Yeah, if you just straight up go say something like, um, whoops, let me just kind of reformat this a little bit. Can you, can you see now? Yes, okay. So if you just go like say something like write me an essay about, I'm gonna give me a topic. I can like literally can't think of a topic. The history of Trida during the warring period during the three kingdoms period.

16:29I don't know something like that. And the impact it has had on modern Chinese culture. I don't know, like something like that, right? And it will, you know, once I get wallets writing it, we'll go get some water. It's called the warring states era actually in English. Not the Roy, not the warring kingdoms, whatever. Whatever that's called. Yeah, I don't know what it's called in English, but I think it's the warring states. Why did the AI go to theory, but because I had an ear out of that. Thank you for entertaining each other. Everything I say is random shit that makes no sense.

17:30Well, in that case, I think that's a bigger problem spider. I don't think chat, I don't think chat GPT or any AI can help you with that if you don't make any sense. Already. Big ask or maybe not. Okay, but okay, my point being like, obviously maybe it's not gonna be like this much. Of just like, I don't know. Yeah, you're probably not gonna try to do something like this, but my whole point is that, okay, you tell it to you, right? This is like great and stuff. The three period pivotal era, blah, blah, blah. This is great. Here's the historical context the client of the Han Dynasty said the stage for the emergence of the three kingdoms. Hey, that's great. The turmoil fragmented this empire, paving the way for ambitious leader to cover the realm. It's like tell, tell, tell, you'll pay in the cinch. All these people, right? Like this is great and then major events and figures, blah, blah, blah, blah, like all these things that culture impact. Great. Wonderful. So this is like, honestly, I'm feel I maybe I should chose another topic because I'm actually not very robust in the Chinese culture during this era.

18:30But for example, like maybe you're like, okay, like this is great, but maybe that's not what you're looking for, right? So instead, what you can start off with is it would be something like, I need. To write an essay about the history of China during the three kingdoms period and the impact it has had on modern Chinese culture. This essay is for my, I don't know, Asian history college class and it should be 1000 words. Is that a lot or a little? I don't know. I didn't. I have a STEM degree. So I don't know. I don't know what is considered a lot of words for an essay.

19:30I don't know. It should be a thousand words, right? I especially am interested in exploring how each kingdom, how the legacy of each kingdom lives on in modern China. Right now, example, minority culture, etc. Mindsets, whatever, right? Let's start with writing an outline, including an introduction to a depurion introduction of the history between the three kingdoms. And now, historical context of the three kingdoms, major events, the historical context of modern China, whatever, right?

20:48Something like that. Then what it's going to do, like, you know, all you're being a lot more specific and instead of just saying like write me a freaking essay, it'll start off with an actual outline first. And it because you give it the context of what it is, how many words it should be, then you're going to get much better results like introduction, historical context, the context of modern China, major events and their impact, legacy of each kingdom in modern China, influence and minority culture, modern mindset, national identity, sure. Why not? So what you're going to do after that, right? Instead of just straight up, again, just straight up being like, okay, write it now. What you can do is that you can ask it to change like, oh, like in paragraph three, second bullet point, can we actually change it to this? Can we expand upon certain things? So this is a really great way of structuring this essay, like maybe like for me, like I didn't think of talking about the modern mindsets and national identity, where like maybe I didn't know about like the literature are in popular media. So it's really helpful for giving ideas.

21:49And then within this framework that you're given, you can then ask it to expand upon us to do certain things. And then it's so you can start asking it to write things like paragraph by paragraph, like bullet point. Don't come and get me if your teacher tells you like, I'm not your teachers. I'm not going to tell you like, oh, like don't use chat to BT, but like I personally I would do this. And I would actually end up changing a lot of the wording, like tone of what's being written quite a lot afterwards. But this makes it so much faster to write stuff. Does that make sense to everyone? Maybe I'll put my face on this side actually. Oops, sorry. Yeah, does that make sense to everyone? Like what it is that I'm doing here? 1000 is not a lot 2000. That's like a lot of words. Holy shit. Really supposed to write 2000 words of stuff. Cow essay. I'm sorry. I didn't go with a cow essay. Best reason to learn algorithms. You mean like just traditional computer science algorithms, like data structures and algorithms?

22:54There's like a lot of courses, CS50, excellent resource. It's completely free as well. Yeah, I can like list off a bunch of them. CS50. I don't know, search on YouTube. There's a lot of playlists. I like brilliant as well. Interactive stuff. Code Academy is there. Coursera is great. Yeah, there's a lot. Just I would say data structure algorithms. There's a lot of different courses that you can do for it. Too much history. Can I ask chat to BT to change the tone? Yeah, absolutely. You can go like change the tone. What you can also do. What I've done before is that you can actually attach certain things. Like, let me show you for example. Like you can like attach certain files. Right? So for example, I could do something like maybe I want the file. Like I'm trying to find like a sample piece of writing that I've done in the past.

23:55I feel like I don't really like write that much. Like where have I written something? Okay, anyways. I don't know if I have like a piece of writing right now. Okay, anyways. What you can do. Is you can co here and attach a certain PDF to it and went like use the same tone as as this method. You know what? Like here, here's a good example. Let's let's kind of do something really outrageous. So that's I think I have like meditations. No, no, sorry. What's that called again? Meditations. Shoot. What was that called? Guys, tell me what was was my favorite book on personal finance. I can't I literally forgot the name.

24:56Oh my god, so embarrassing. The richest man Babylon. Riches man in Babylon. So this is one of my favorite books out there. Like ever for personal finance highly recommend it. It's also free. So let me the way that it's written. So let me kind of show you the writing style of this. So let me see. Okay, yes. So this is the like this is the book. Right? Riches man in Babylon. And then the writing style is going to be. I'm a lot of public domain. Okay. Whatever. This is. Oh yes. Okay. So this is the writing style like bastard. A chariot builder of Babylon was thoroughly discouraged from a seat upon a low wall surrounding his property. He gaze sadly at his simple home.

25:56Right? So this is the style. Maybe that we're we're going for. So what you can do and know, obviously you should probably like use your. Use your own writing style. That would probably be really helpful. But you could do something like. But just like copy paste that here and then be like, can you. Can you write. The introduction based on the bullet points. In your outline. This looks great. Can you. In detail of the attached PDF. Hopefully this works. So it's going to read the document. And then we cross a bit. I hope it works. Do Shakespeare and Riches. Thank you. Yeah. So it was my favorite book and personal finance.

26:56Thank you, Gabe. You know me better than I do. What's the best way to input sources? Oh great. That's a great question. So yeah, I'll I'll show that after this part. What you can do. Oops. I should have actually done that earlier. What you can do as well is that you can say set your sources for everything. So for each bullet point that's being written just literally right. Set your sources. And you can write set your sources from certain websites. We're like certain certain like primary sources such as XYZ different journals where you know search on PubMed, for example, you can do it like that. So for everything that it's being outputted, you can just go and make sure like double check that it actually makes sense. And the source is credible or not. So okay, yeah, sorry. I go through that in my course like the exact set process when you want to write an essay. For example, we're like learn how to certain things that you're coding. But yeah, that's the process right now. Line make sure you set the sources or whatever bullet point is that is there actually makes sense. And then you can start writing things down like bullet point, bullet point and paragraph by paragraph.

27:59Did it work? Okay, so draw inspiration from George. A little bit bigger for you guys. George as class sense. Clasens. Classens. Engaging an instructive style writing style is the richest man in Babylon. So in the grand tapestry of history, few epochs stand as vividly in the collective consciousness as China's three kingdom period, much like the parables of Babylon that transcended time to impart wisdom on prosperity and prudence. The tales of way shoe and woo kingdom often more than just the chronicle of battles and concuss. Sure, so I feel like in this case, it's kind of drawing references from Babylon. So you probably wanted to like be more specific. Instead of writing just like not draw inspiration, but the tone of the wording. You can say something like that, right?

29:00So you kind of slowly. Do that. Does that make sense? I'm not going to go through that because we got a lot of other things to go through. But that's kind of things that you can do to make your writing better. Also, I don't know, you want to like make articles. You can just do stuff like draw me a picture of. Uh. What should I draw a picture of? What is it a draw picture of? Of a D3. Something like that. Does that help with avoiding hallucinations? Yeah, so if you tell decided sources, it really helps with reducing hallucinations. And then if it's certain things, you can also try to break it down into steps. So instead of just writing something like straight up, like, um, write me.

30:03Does that say like if you break it down into steps, it's able to reduce hallucinations. And you can double check on what it is that it's drawing information from to make sure it's not like making stuff up. According to your goodreads profile, your favorite book is the Hitchhiker's Guide to Galaxy. Do I have a goodreads profile? I didn't even know that. Thank you for telling me that. I do quite like that book. Anyways, so yeah, draw me a picture of the three kingdoms. I don't know what this is, but there's certain these are things that you can do. Just if you know how to do prompt engineering, then you can do cool things like that. And this really goes for any other natural language based prompting of AI, wherever it is that you're doing it. Even when you're using like APIs and stuff to build your AI products, prompt engineering is also really important. For example, it's actually could be, it's probably even more important, I would say, because it's more important to get reproducible results. And then there's certain things like, for example, if you're trying to build a product and you're trying something from the API, right? You probably want that to be formatted, not as just text being written, but maybe you want that as a JSON format.

31:08Maybe you want that as a table, like as a CSV. So being able to figure out what it is that your results should be, then kind of figuring out how to prompt it. This is definitely a skill set in itself. Make sense? Alright, I'm gonna move on. I smell way too long on that. But it is very important. I must say. Okay, let me move. Whoops. Let me move my face a little bit more. Whoops. To this side of things. Okay, so yeah, I'm going to skip this part. But basically, there's a lot of chat bots that you can interact with. Which prompt engineering is a big part, so you should definitely try these out. So I think this one is a bummer because this one, I look really cool. It's from Nvidia, like chat with RTX. You can do stuff locally. So you're able to put in these PDFs and things like that locally.

32:08So for privacy purposes. And it's also able to go through YouTube videos and like grab information from that, which is really cool. And chat GBT does not currently have that functionality. Unfortunately, it's only available on Windows. So it is free as well. So if anybody who has a Windows computer, do check it out. And let me know what you think about it. Unfortunately, I do not. So I have not been able to use it. I could just submit up a virtual machine. Do that. Maybe I should do that. I haven't checked it out yet. Anyways. So the next thing I want to talk about is how to use AI for comment tasks and daily life. I feel like this is something that maybe like a lot of content creators, like just people in general don't really talk about as much. Because I think like obviously there's a lot of news that's coming out. And it's very cool, very good and excellent. But I think a lot of people just like see it and like, oh, that's nice. But they don't really learn how to use it and actually make their lives better outside of it.

33:11Just being like a cool thing to do. So I think if you're going through your daily life, and you think about certain things you can do, you can actually use AI to improve your process. I can improve your life, make you much more productive. I think a lot more happy as well. So this takes a little bit more effort because you're going through and actually using these things. Yeah, but it's quite unfortunate. I think people don't really talk about actually how to use these practically as much of just like saying that's cool. Anyways, so please put in a in the chat as well, like what examples you have for this. I just put one for now so it doesn't take forever. I would say Microsoft code pilot is really worth it. In my opinion, I think it's like, is it $20 per month? Something like that is it $18.20? I forget how much it is, but I personally think it's super worth it. Like you have your normal interaction, AI components and like not very interesting. But what is very interesting.

34:14Is that it's also integrated into all of your Microsoft 360, 360, 360 products like Excel, PowerPoint, Word, Teams, I think, like that. So it's actually integrated into all of those as well. So let me give you an example of what we can start off with like say PowerPoint, right? It is loading. Okay.

35:33One sec. Okay. Yeah. So we'll start off with PowerPoint. Okay. So you have PowerPoint, you know, your PowerPoint stuff here. So there's Microsoft code pilot, which is hidden over here and like the little thing over here. You can click it and you're able to use it to create presentations and do stuff. So let's say like create a presentation on. Should create a presentation on. Let me move my face. Okay. Why don't we get like on the richest man in Babylon, right? Let me do something like that, for example. Can you put on the book, richest man in Babylon, with each slide representing one of the rules, including,

36:48and introduction, and each slide, something like that, right? So while it's thinking, okay, well, I was doing that. I'm also going to show you Excel. Just kind of, oh, he never meant just kidding. If you finish the whole thing. Okay. So yeah, richest man in Babylon, like, I assume that this is a Babylonian hand. Start by purse to fattening. Pay yourself first. Save at least 10% of your income, but your savings to work that is correct. Control die expenditures. Live within your means.

37:48Also guys, I guess we're having a personal finance cash course right now. Differentiate between ones and needs. Focus on long-term goals. Make die gold multiply. Guard die treasures from loss. Make of the dwelling a profitable investment. Ensure a future income. Was there only, was there more? Let me just double check. I actually forgot how many. I want to see how good it is. Rich's man in Babylon rules. Okay. One, two, three, four, five, six, seven. So there should be seven. I think it might be missing one of them, which has increased liability to earn. Is it there? Ensure a future income. Yeah, I think that's missing one of them. Oh no. Oh, he never mind. Just kidding. Yeah, he actually does have all of them.

38:49I think. No, I just kidding. It is missing one of them. Somebody know which one it is. Okay, start that first. Control die expenditures. Make die gold multiply. Guard die treasure from loss. Own die own. Yeah, I think it's. Ensure a future income. Okay, I can bind these two together. Make of die dwelling a profitable investment. So the first one is to own die own home. And then there's increased liability to earn. Yeah. So it did, it didn't miss out a little bit. So it's okay. But you can see like how this is a very powerful start. Oh, and it also gives you like show notes as well. So it literally like gives you this information. So you can just work with co-pilot and then be like,

39:49you missed the rule on. What is it that I missed? Increase. Okay, yeah. But you can just do that. Isn't that really cool? And it also takes care of the design aspects and things for you. You can change it already. Yeah, you can ask you to change your slides as well. But you can be like, out of slide about where like change the slide, change like this part. So you can change all this. So you can just say like out of slide about. Yeah, any other questions? Multi-pie gold by putting lead in a reactor. Putting lead lead lead in a reactor.

40:49I do not believe that is one of them. So are made following movies in next few months? I don't know. I honestly won't even be surprised at this point, to be honest. Like, I don't even know what's happening anymore. The ridiculous speed of development of AI. This is why you go all have to pay attention and use these things. Go be with this only works if you have Microsoft 365. Yes, so co-pilot is integrated into Microsoft. I don't think Google has a written yet, but I'm pretty sure Google will. At some point, Google's just kind of like a bit slower than everybody else these days. But yeah, I don't think so. This is only for Microsoft products. Okay, cool. So yeah, as you can see, you can imagine. I'm going to go into too much about this, but you can imagine there is a lot. Oh, increased the ability to learn. So yeah, it also in dead stats, you can like move it around.

41:51And you can also just ask it to change stuff on the slides. So I really like this PowerPoint thing because I'm. Yeah, this has helped me make PowerPoints so much faster. And people are like, well, you know, your PowerPoint looks so good. Yes, thank you. The feature that it is missing, which hopefully they have, is they could they could don't currently have the ability of making charts and doing like smart errands, stuff like that. But I'm sure that within this man of the next few weeks, probably, then it would have that as well. I'm on Excel to so. Yeah, she know what I'm not going to go through this because we have so much other stuff to do it. But co-pilot is integrated into Excel as well. So Excel docs meets all the Google, sorry, all of the Google, all of the Microsoft 360 stuff 365 360. I forgot which it was. So you can check that out. Excel, I would say it's also pretty good. Like if you're not super confident in using Excel, you can just prompt it directly and ask you like,

42:55can you join these tables together? Can you create a call column? Can you do pivot tables for me? So you don't even need to know like what the functions are. It will actually just do the functions for you. It's quite nice. Okay, moving on. Moving on. See. Where to go? Where to go? I guess. So yeah, I think this is probably one of the most useful things to learn in terms of stuff for comment transfer daily life. Let me know if you have any more that I can stick these on as well. Okay, so the next one I want to talk about is local large language models like local M's and just like actually other models as well. So you know, you get your good models like GPT-4, you get like, you know, your, you know, your generalize and things like that. But those are closed source models. Usually you would, I really recommend you also check out local LMS like open source not sorry not local weapons in this case.

44:02I can call them open source LMS. So these are things that you can actually download and then run them yourself. You can fine tune it. You can do things based upon that. So how you face is a great place. They have lots, lots, lots of different types of models that are available. These are a lot of them are more specialized for certain things as well. So would really recommend checking out these models there. So it can be a little overwhelming even though they do have like have list things of like what's trending and not I can get a little overwhelming because you're like, why is there like so many. Oh shit. Are you able to see? Oh no, you're not. One sec. I apologize you're looking at. Are you looking at the right thing? What is happening? Hugging face. So here's the presentation. And here's hugging face. Okay, just kidding.

45:02Now I think it is good. Yeah, so there's a lot of different hugging face models out there, but they can. Get a little bit overwhelming just seeing all of them. So there's other also if you're trying to like download them, there's transformers that you can use. There's a lot of different ways of downloading and running it locally. So one of my favorite ways of doing this is through what is called. Olam. Olam. It's a lot of. So you can run the large language model locally. And then it's honestly pretty low code. Okay, so this is the part in which I fucked up because I actually wanted to show you the full installation process of Olam. But I fucked up. So then I deleted everything and then it took so long for it to download. And it shouldn't take this long to download for you guys. It's just because I'm in China. So. And then I was trying to like run a VPN while doing a bunch of other stuff. So it took a really long time to run to download it.

46:03I wasn't able to download it before the stream. So I tried to download it during the stream. My entire stream would crash unfortunately. But you should really do this. It's honestly super easy to do. And in terms of the way that you prompt it, it's so easy to do. Like I would, it's not no code, but it's very, you can like get away with very little code to be able to start using these. And you can obviously build up on it if you want to do more coding and stuff. But this is just, these are really useful. So why is it that you would want to use local LLM? So privacy is a really big reason if you don't want to be giving information to these companies. Or maybe you can't because of some policies. You can download them. And then you can also, then you can upload certain information. And since you're running it locally, it won't be part of other stuff. It won't be part of the data from other people. So you can protect your privacy in that fashion. Other benefits would include like fine tuning it. It's a lot easier if you're running it yourself.

47:04Then you can fine tune it properly. You can also download like specific types of models. And then you can basically like do things with it. Build applications is a lot easier as well. It's not necessarily easier. Sorry. This is easier, but there's a lot more flexibility for what you can do. Because for example, if you're using something like the assistance API from OpenAI, where like completions API, which is great. And you can access GPT-4, where GPT-3.5, any of these models. But you're limited to whatever it is that they're providing there. So it's there's less flexibility, I would say. There's less things that you can potentially do by using that. As opposed to open source models, there's a lot more flexibility in things that you can do as well. So I think if you're someone who's you don't need to be very technical, but if you're like a little bit technical, where you're interested in building products and things like that, I highly recommend checking out things outside of just like GPT-4 for example.

48:04And then start downloading and running some of your local, running locally some of your open source models as well. That is my spiel. So yeah, I really, oh my god, so sad. I really wanted to show you Lama because I like people who think Lama is really hard to run. Oh Lama, but it's really not. You can run Lama too. Really, really easily. By yes. Any comments? Link to Google Doc, please. Yeah, sure. No problem. Is it free? Yep, it is free. I think it's free to start off with. I don't, I never came up with having to pay for this. Personally, I'm not going to promise that it's completely free from what I can tell. As of right now, of everything that I've done using it, it has been completely free. Because they're all open source. Yeah, I think they are. I think it is completely free because why wouldn't it be? It's just you're just getting in running it locally.

49:04So yeah, I think I think it is completely free. There you go. That's the. Lama is easy. Right? It's easy to use and so fun. It really is. It's a lot less daunting than doing something like going and hugging face and then doing things from there. It's just super easy to use, super easy to switch over. It's pretty genius. How they're doing it. Yeah, there is the link. How do you feed the model? You can literally just switch between models super easily. Yeah. Okay, should I do a tutorial on open source models next time? And actually have it open so it works. Should I do that? Is that would anybody like to see that? Do you need powerful computer? No, you don't. That's also a really cool thing because like obviously if you're trying to run this with things it's going to be just like directly just run these models. It would have like you need so many GPUs to do that. But there's really like clever things that people have done in order to run these things locally

50:07without having needing a lot of compute. So really, really, really smart things that they've done. Yes, yes. Yes. Yeah, I would say it's very similar to Docker. Yeah, I would agree with that. Yeah. Okay, cool. Why not? Maybe we can do some sort of thing like build some sort of application or do some sort of analysis using open source elements. I'll be down to do that. Can you like, can you all like remind me if I forget? I'm like, try to not forget. For whatever reason I forget. You remind me. If you just put it as a comment after a stream, then I will be reminded. That would be very helpful. Thank you. I'll try to not forget though. Right. Moving on. Okay, so yes. Damn it. Okay, okay. Okay, another thing. So building AI products. So this is coming to a point in which you're like, oh, this is very nice. I'm using these AI things is wonderful. But what if I could build my own things?

51:08What if I can actually use these APIs and these different models and build something that is functional for me. Maybe you could build it for a company. This skill is in very, very high demand right now because everybody's like, I want to use large language models. I want to use AI for a lot of businesses, but then they don't know how to do that. So they would very frequently hire people to do this kind of thing where they would hire freelancers and stuff. So learning how to build AI products is a very good skill to have. Right. So you can do, but you can honestly just start off using open AI APIs to pull to use HBD4 to do stuff, Dalai, things like that. I honestly think this is the easiest way to start because their documentation is really, really good. I'll show you assistance. It's honestly really, really good. Also, given the fact that if you use chat GPT, it's there. It's open AI's API.

52:08So it's very good at giving you the correct responses to things. So yeah, and then they have like quick start guide. The tutorials are honestly really, really good transcription. So they're like, they're really tells you how to do all these things. So I would start with this. There's also the completion API, but yeah, assistance completions, I think open AI's the easiest way to start. You do have to pay for this though, but I think it's worth it. I personally think it's really worth it. And then after you use these things, honestly, this is good enough for building most applications. And then you need to start considering things like databases, rag, things like that. But you know, I'm throwing out some stuff out there to consider. But this is like a great place to start building things, building products. After that, you can delve into your open source large language models, which I said before, there's a lot more things that you can do with it. You can build different products. It's less easy to use documentation is not as great. But there's a lot more flexibility. And there's it's a lot more powerful.

53:09If you know how to do it. Right. What else do I have in this stock? Ah, yes. Okay, fine tuning as well. So right now, all these models that we're talking about, they're kind of just out of the box models, which are already excellent. But if you want to get more specific, like you want to do things that are more specialized towards different things, then that's when you start thinking about stuff like fine tuning, which is when you take a model and make it very, very good at doing a specific type of thing. So fine tuning, I'm not going to go into too much detail about that. Also, what do you guys like, I don't know, like, should I just do a series about how to actually use these models? I can go through like a fine tuning tutorial as well, but I'm not going to go too much, because there's like too much talk about for fine tuning. You can do that with your models too. And then after you find to know model, you can build it into a product, right? So there's a lot of things that you can do there. What I think like one of the easiest ways that you can start doing this honestly is if you think about GPDs,

54:09there are essentially kind of many little agents that you have. So in some ways, I would say this is like the simplest way to start creating little products that's completely no code. Like, I'll tuneize yourself right for me. Consensus, Canva, Image Generator, all these things. I think this is a good way to start if you are into, if you don't want to start coding at all, there's also like other resources that you can use that are pretty no code or low code. Well, that means that though I think it is still useful to know how to code. I think it always will be useful to know how to code because only by knowing how to code, will you be able to create things that are more flexible and customized. But yeah, you can start off with not coding though. So that's fine. Fine tuning as well. There's like non code fine tuning stuff, which I think is good, but I think it's the worth it to learn how to code and do it in better ways. Alright. Let me blah, blah, blah, go do stuff here.

55:12Okay, API is fine tuning. Okay, yeah, so this is one of the other things like coding assistance. Not going to go into too much detail about this either, but if you haven't already, check out GitHub poll highlight, Google Duet. I think I wrote that right. Did I spell that correct? Duet, yes. Okay, we will do it as well. So these are coding assistance. I'm going to start off this one's obviously from Google. That can make you code a lot faster. So you how we were seeing the thing with our point and stuff like that, you know, how you can just generate things on Excel as well, generate certain functions. Just coding assistance, like how co-piling Google Duet makes you code a lot faster. It's able to provide code for you. It's able to fix your problems, like the bugs that you currently have. It's able to make suggestions for how to make your code more scalable, you know, things like that. I think is very helpful. Even if you're starting off to learn how to code, I would say just start using these tools from day one, because why not do things in a fashion that is more,

56:13that will make you faster, and also it will help you learn a lot faster as well. Yeah, so I would say check out the coding assistance to also know thing. Oh, sorry. If you are going to be learning, how to code, I would also say, like, figure out how to use chat GBT, where it just like ways of prompting, even with like general models like chat GBT, to learn how to code faster. This is something that can make it a lot easier, and you can learn things a lot quicker as well. So it's kind of like the meta learning portions. I go over a lot of that here as well, because technical self-study bootcamp, right? So a lot of the examples I go through is using it, like for example, as a personal tutor and things like that. That can make it make you learn a lot faster. All right, so I'm going to end off. Sorry, I went a little bit over. But I'm going to end up with talking about news and development. So here's like a few things that I would say I personally look at.

57:13Somebody recommend a Fiedli Pro. So thank you for that. This is a way of getting the information specialized customized towards you. So I think it's really important to keep open news and developments. I kind of get it when people say, that it's too overwhelming and it's kind of stressful. I kind of agree with that. So it's okay, like if you can use things that are a little bit more filtered, but I do think it's really important for people, for you, for me, for everybody to keep up with what's happening. Because I don't know if anyone's going to fight me on this one, and people go like, oh, it's not going to affect your life. Yeah, it's going to affect your life. It's already affecting your life. There's no way that AI's not going to affect your life and not going to affect your career. So it's intelligent, it's smart. There's a lot of opportunities to keep up with the new things that are coming out. With that being said, I think there's also a lot of buzz that's coming out. Turns out here's a new tool. Like every single day, there's a new tool or a new development. Every single day is like, breaking AI news. Like best AI news, the biggest week of AI news, like stuff like that.

58:16I can see why that's stressful. So I would recommend just sticking with a few things that not necessarily has to go into every single tool that's being released. But at least, like pay attention to the large changes, like the large things that are happening. Like for example, Gemini comes out, right, Sora, which is where video came out from OpenAI. New models that are coming out, developments like these, I do think is very important to pay attention to. So some of my favorite newsletters are Ben Spites. I would say these newsletters are honestly really good because they doesn't go into too much detail about stuff. I'll say Alpha signals a little bit more technical if you're into that kind of stuff. But Ben Spites and the Neuron and the rundown, like these three, I think are quite good to keep up with. Traditional news as well, if you're into that, Wall Street Journal, the information, Burge, these two kind of get a little bit overwhelming sometimes. And this is not specific, but they have had very nice articles covering stuff like that.

59:17Content creators as well. So I personally really like AI explained. He goes into AI technology and concepts. So instead of just saying, like here's a new thing that came out, he actually explains like, oh, like what's the implication of this? He reads papers and tells you about it. So I really like AI explain. Mal Wolf is also great. He talks a lot about AI tools. He's like no code. He's not a technical person. I would say, I think he's really great in terms of the way that he tries things out and is able to present information. I do find that his content does get overwhelming sometimes because it's kind of like every week is like breaking news week. There's like a lot that's coming out. I think he publishes a lot, which if you're into like definitely if you're into new tools, you should check out his channel. It's absolutely great. But I can also see how it could be a little bit overwhelming in that sense. And I think like what's Roth is kind of more similar to Mal Wolf in the sense that he covers news. But it's like, I think he likes to put a video every day or something like that.

1:00:19I don't know, like everyone were two days. I have no idea how these people do that by the way. I don't know how they're able to put content out so quickly. But they do somehow. David Shapiro, I think, is a great one as well. So he's more less about like talking about the news and the tools that are coming out. He is a lot, he goes a lot deeper. I think he has a lot more technical. He's a lot more technical. He's been doing this for a very long time. He has a book about AI stuff. So he talks about the implications like AGI and like things like that. Generally speaking, though, I'm going to like show you guys what I mean. So no hate, like I promise no hate. Okay, like as I actually do watch these people, I would just say like. I don't personally really don't like the thumbnail designs and the way that it's being portrayed. Personally, but it really some of these are a lot of people. A lot of these AI news channels are just scams because they're just trying to get views because AI is, you know, hot and stuff.

1:01:21And that's kind of it became the general way that. This niche showcases its content. I'll show you what I mean by that. Again, like for example, David Shapiro, he's absolutely wonderful. But it's just kind of there. It's a little click baity feeling like life in 24 AGI within seven months. You know, like things like that. Unfortunately, it kind of just like is this structure. And then also like West Roth as well, but you actually dive into the content. It is actually pretty like these people at least. I say they're actually pretty good. Yeah, it's I feel like it's just the vibes. Like that's just kind of what it is. And then also like Matt Wolf as well. Great content. But personally, not super into the. Designs of the thumbnails. I think it's like, I believe I actually click into it. It's great. And he seems like a very nice person. So yeah, if you can get over the.

1:02:22I don't know this called the vibes. Then I think I think it's quite good. Anyways, so oh no, I'm sorry. I went over some. I'm a quickly covered. The rest of these elite a bit faster. So yes, also conferences like CES is one of them where people I showcase a lot of different new tech that's coming out. So if you're into that, it's cool. In video GTC is happening in a few weeks, I believe. So they actually invited me in person. So I'm like very honored about that. If you ever watch this, thank you. The Amy of 20% link. 30% off link for anybody that wants to go in person as well. But their virtual thing is completely free. So you can do that. Unless you really want to go in person. It's in San Jose this year. You can also just get it for free. Yes. So I do feel like it can get a little bit overwhelming. Maybe just start off with one of the newsletters, I would say is probably the best to start off with.

1:03:22And then just pay attention to one of the conferences. If you're not going to, I think if you're going to do one thing, like go to the Invitia, watch some of the Invitia GTC stuff and then just choose one of the newsletters to start off with. You know, I have been thinking it's like just in terms of content wise. I really feel like there's no newsletter. There's no content that really covers like how to actually use these things as opposed to more of the AI new stuff. So I personally have been playing around with the idea like, should I adapt my newsletter or start another newsletter that's more specifically on the usage of AI tools as opposed to just like. News, but I don't know. What do you think? Any thoughts about that? Would you read or watch something like that? I hate to end this near thumbnails. I know, I know. I agree. Like that the end of with near kind of thumbnails, it is irritating. I don't like the style. It makes me feel like I'm being. It's just like the fear inducing thing, but it's just the way it is. Like in that niche, I guess like that's just what they do. Unfortunately, I love what I do to I'm not hating.

1:04:28Okay. I'm not hating on their content. I think their content is great. I'm just saying I don't like the standard of the thumbnails and the titles and the niche. I appreciate all these people too. I promise. Don't go tell. Don't go telling these people I hate them. Okay. I genuinely don't. I respect them a lot. I'm not understanding. Of course, seen as best by like all those Matt Burnham's. Oh yeah, I forgot Matt Burnham is all. Yes, I agree as well. Matt Burnham too. All these people. There are scammy people out there, but there's also really, really great people that you should definitely follow. In the niche. Oh, hi spider. Oh yes. The only prison turn on the camera. So hi, hello. Yes. I'm not a news person. I would rear watch your content. You're so cool. Thank you. I like the idea. Do it. Should I do it for you? So I mean, I don't think I would be covering AI news as much because I always say I will cover the news, but more about the application of it.

1:05:34Because news personally, myself, I kind of get stressed out when I see like too much news that's happening. Why don't you have a discord? I do have a discord. It's linked in the description. Anyways, okay, I'm going to put this thing again. Like I'll put the document link again. Let me know. What do you think about it? Yay, there you go. I would watch it. Tips for coding is a new way. I feel like you don't have a programming brain. I have good videos on that. Search my content. I have lots of videos on how to start coding. Remember that thing you asked me to, I literally forgot what I asked you to remind me about. I told you I can't remember anything. Okay, I'm going to talk about lonely octopus. Okay, so for lonely octopus, this is also going to be a Q&A session. Feel free to drop if you're not interested. No pressure. I'm not going to be like, why you not stay?

1:06:37But yeah, so I want to talk because lonely octopus just opened its applications. So what it is, I think I briefly covered this earlier. It's about learning AI skills and working on real company projects. So what you do is that you get, it's an eight week program. So you get your personalized study plan that's based upon your experience level. Some people who know how to code, you probably wouldn't take introductory coding classes. But some people who don't know how to code it all, you will start with introduction to Python. Personalize towards you. And it's also personalized towards what you want to be learning the time that you have, like things like that. So we have, so we have that study plan that's available for you. And you can also tweak it if you like. You also have access to career planning and weekly check-ins from our team. So I would like to think of lonely octopus not in terms of a product. Okay, it's a product. But I like to think about more of a program as opposed to a platform. Because this program, it's very hands on.

1:07:37And we also, you'll be like constantly interacting with the rest of the community and with us as well. So it's not really like a you sign on, you do these courses, and you just kind of like do things yourself. Very community based. Anyways, so you learn from your study plan, and then you would apply them to projects. So I'm a big component of a proponent of project based learning. So in my opinion, whatever it is that you're learning, it's not real until you actually do a project on it. So that's why you do a lot of projects with the things that you learn. And obviously you'll have support with mentors throughout as well. So if you have any questions, we'll help answer it. We'll also have weekly tutorials and talks. So these are things that you can, if you're interested in particular topics, you can go to these events. For example, if you're interested in how to build Django apps using AI, then you would go to an event like that. If you're interested on AI video, for example, or video AI content creation, there's events for that as well. So you get to choose what it is that you want to do. We do cover a lot of different topics. So it's also not specifically just for people who want to build AI products and code very hardcore.

1:08:42We kind of recover the spectrum. And also we serve a lot of different domains as well. Okay, so after you do that for six weeks, then D final two weeks is when you actually apply everything for reels into a company. Oh my god, that wasn't even showing was it? Was it? No, it wasn't even showing. Okay, well, all of that was wasted effort. Okay. Well, okay, you heard what I was saying. So good enough. Anyway, so yeah, six weeks. So it's going to be six weeks. And then after that, you get to apply it to a real company project. So this is where I think is the one of the best things about this, about this program and where we also, I spent like a lot of effort on and we all spent a lot of effort on into team. I was after you learn everything that learned everything that. I mean, the company is usually like midsize to startup companies. And they're all started by very reputable people.

1:09:44For example, Deloitte Consultant Genetic Director, Baked Frequency Consulting Veterans. And this is literally the meta AI team that jumped down and did their own startup. So they're medium to smaller size companies because if obviously if you go to like meta, for example, you have to go through their interview process. But in this way, we're able to work with these startups from people who went to who. Worked out really big companies or just have very, very reputable people. And you can work, you can work directly with them in the company. And also you have a lot more access to the people in the company as well. So yeah, these are some of the projects that we've done in the past as well as the ones that are upcoming. So just a small sample of them. You'll apply all the things that you learn within Lone Octopus within your study plan and finish one of these projects. If you do well, so this is condition on on condition of completion, right? Because they're actual like I can't control the way that. How do I say? Like I can't just be like, oh, like everybody gets certificate. Everybody gets referrals because it like you know, they that company, those stakeholders,

1:10:47they'll be evaluating throughout the process as well. So you will try our best to support you as much as possible. So if you just kind of learn to if you just work with us, we'll make sure that you're able to succeed. Our success rate is 97%. So don't worry on that on the company projects. But if you're able, so if you're able to complete it, you'll get a certificate and official certificate from us. And also from the company that you did the project with, you have reference letters and LinkedIn reviews. So these are the referrals from that company and from us whenever you need it. Oftentimes if you're applying for a new job where you're trying to like start a freelancing career, or do anything related to AI, what are the issues is that people are not going to hire you because you don't have any experience. Because you don't have any experience in that area. So this solves for that problem because you'll end up on your resume with an AI project experience, like actual work experience, and you have referrals and reference letters. If you choose to use them to do whatever it is that you want to do next, change your career, get another job up skill.

1:11:52Start a freelance project, anything like that. And you'd be part of our internal referral program as well. So I told you before that being able to learn like building AI products and just using AI in general, it's a very in demand skill. As you can see, like how much more productive it can make you. So a lot of companies are also interested in hiring talent that has these skills. And there it's in very high demand. So part of the referral program is that since we, you know, we know who you are by the end of this program, and we know your interest, we know your skill levels, then the company, some companies will come to us saying we want somebody who is, I don't know, has like an economics background who is interested in this kind of thing. And then we would recommend you to that company if we feel like it's a good fit. And then you guys can negotiate what the prices are going to be between that. So the way lowly activists doesn't, we don't take a cut in any of this in the referral program for us. Like it, we will help support you if you want to negotiate with them. But whatever negotiations you're doing with that company specifically, that's going to be between you and the company.

1:12:54So even if they hire you outside of lowly activists, like after the program, a lot of companies do hire from the people who work on their projects. If they feel like the people working the projects are good, they would, a lot of them just hire directly. So we'll help facilitate that process and people have gone jobs from that, but we don't take a cut in that. So just kind of FYI in that sense. Yeah, so I'm going to stop here for now and see if anybody has any questions so far. Let me actually change my screen as well. Okay, does anybody have any questions so far about the alternatives? Oh, wait, one more thing. Applications are open. So the program duration for this cohort is going to be from March 23rd until May 18th. And the application deadline is March 8th. So, okay, now let's see if there's anybody that has any questions or thoughts.

1:13:57How are your feet? I'm not going to answer that question. You should do it. Then we can share your content more. Oh, it turns the news letter. Okay, I feel encouraged, or maybe like shorts or something like that. I would be down. What was the thing that was PC only? The thing that was PC only was chat with RTX, the Nvidia thing. Octopus, very stealthy indeed. What is your favorite color? You want to take a wild guess? Is that the new title real company project? Yeah, I was asking people previously. I was like, what should I call these projects? What I just explained to you about what the company projects are? I was like, what is the term for that? Because I don't want to say internship because then people, there's like all those scammy internship people, right? Like where you would pay someone, you just pretend to work and then get like some sort of certificate afterwards, like bad connotations there. And then I was asking you as like practicals. There was like co-ops that people suggested. So I am actually going to start av testing, like which terminology is good for this?

1:14:59So I feel like right now, like real company project is the best representation because you're working on that project from a real company, but you also have a lot of support from us to make sure that everything is done properly. So I feel like it's not, I don't know, that's kind of the term that we ended up real company project. You know, if you have any particularly strong opinions about that, where if it just like doesn't make any sense, that would help to, to let me know that. How can I find work for the first time in the programming? What does that mean again? Sorry. Well, how much is a 3%? 3% we do have people who unfortunately dropped out, usually like something happened in their lives. So I'm not going to go into much detail because it's their personal lives. The 3% is usually like, they're like, hey, like I can't do this anymore because of life event that has happened. We haven't had anybody drop out of the program because they weren't able to keep up with the program or because they thought the projects were too hard,

1:15:59because since they're very customized and personalized, so we make sure that you're able to complete it. That's also why we don't take that many people, right? Because I want to make sure every single person who comes into this program is hand picked and every single person has that experience of coming out of it, feeling like they got, they got their money's worth. First of all, they get way more than their money's worth. They have that certificate, they have the things they learn, they feel confident and they have referrals. How does the payment plan work? Excellent question. Let us go over that now. Oh, the octopus. Probably, okay. Cool. So there's two different options available. The Explorer option and a pioneer. So the Explorer option is 1799. It covers the personalized study plans, the access to courses and trainings. So all the courses and the trainings, there's no hidden fees. You get access to all of this material and you get lifetime access to it as well. So even if you don't finish all the courses and you won't because there's hundreds of them that are there and the projects, you can still do that in your own time after the program ends.

1:17:03So we have group study sessions is very community based. So it's not just going to be you like sitting there, learning things by yourself. You're going to have a group of people that you could be checking in on accountability. And you also will be keeping tabs on you the entire time as well. So we'll be available for you to talk to. It's going to be primarily on discourse discord. We have our own private discord and it's also customized to support this program learning projects priority support. So you have the company projects certification documentation. So what I was talking about earlier earlier about the official certificates, personalized reference letters, things like that. Dejob networks, live seminars and talks, tutorials and workshops. We also have specific speakers that we bring in. If you're interested in certain industries, like for example, if you're interested in art specifically, I am not the best person to talk about art with, but I do we bring in people who are specialized in that. So yeah, we have a lot of pride in the sense that we get the best of people and also the best resources and courses that are out there as well. So we put them together into a personalized personalized experience.

1:18:14Blah blah blah. Okay, yes, lifetime access to projects and you have lifetime access to all courses and materials. So that's the explorer option for the eight weeks. The pioneer option is going to be much pricier. So I actually think most people should just go with the explorer option. The pioneer biggest differentiating factor in addition to all the things you get from the explorer is that you get one of them. You know what mentorship with me and our specialist team, including a mentor career planner, curriculum advisor. So you still get all of this support from the explorer, but this is like on demand, like whenever however much you want to talk to us, whatever it is that you need, we will be there for you on a one to one basis. And I will personally work with you for your cost for your customer study plan as well and for choosing your projects direct access to me and then you also work directly on the projects. So the real company project. Sorry, it is a little bit typo there and you change that. Yeah, so you will be working with the projects, the real company projects, but it would be completely custom towards you. So if you tell me like, oh, I want to make a project specifically on this kind of thing, then I will work with the different companies and then find something that would really fit your taste the most obviously is still not going to be like, you can't make exactly what you want to make because the company has to also find it useful.

1:19:32But we'll go into in length to see what is the most useful for you and your career and which project works the best for you and you have complete mentorship in that. So I would say only go for this if you really, really want to get everything you possibly can from this experience and you're using it to leverage that to jump into another career, like very, very quickly, I would say. But I think for most people, the explorer option is the correct option here. So payment plans, we do have payment plans available. So we have two installments for four installments. So for both of these, you can do two installments. And then for each of two installments over the period of two months. Sorry, wait, two installments. I can't think two installments or half and half. It would be biweekly and then four installments. It's one, two, three, four. Okay, let me give you back. I think, okay, no, if the two installments would be biweekly and then the four installments would be extending that within two months.

1:20:44So the six weeks you'll have the four installments. Yes, that's correct. Oh my god. Yeah, so we do have payment plans available. Obviously you can pay the whole thing, but you can also do that. There's no interest rate. It's fine. Yes. Any other questions or thoughts? About the program. How about co-octeau co-op? I feel like co-octeau people are even more confused about what that means. Purple. Wow, I wonder how you knew about that. Thank you for your link to the drive. No worries. Why do you always have oil on your face? I just have oily skin, guys. I don't know why I have oil on my face. Ask my mom. She has oil on her face too. One, we learn of our acceptance rejection into octopurity. Decision my 1000 should be go towards a new kidney. I would never going to find a $1,800 kidney, but definitely not on the legitimate market.

1:21:50Yes, so apply within the eighth you it's also on a rolling basis. So you'll have application that lies on the eighth, but earlier you applied earlier days that you'll hear back from us as well. So everything you will definitely hear back from us at least the week prior to the program to program start. But yeah, the sooner you apply the sooner you'll hear back from us as well. We will send out like we won't just ghost you. So even if you are rejected, we will let you know at least a week prior to to the program start. Yes. There's per week. Great question. We have an FAQ for that. Yes. What is the time coming in? Okay. So I would say two hours per week is going to be like the minimum minimum requirement. Is it? Yes. Let me zoom in on this a little bit more. So yeah, two hours per week is going to be the minimum minimum. Like if you don't do two hours per week, then I don't think you should do this program because you're not going to get that much out of it.

1:22:55So generally it is really flexible though. So for example, some weeks you might do six hours. Some weeks you might do like one hour. So that's why there's that customized study plan option. It's also designed to be paste differently. So it's not like you have to do it at the exact same time or anything like that. But I would say that's the absolute minimum. I think if you don't know any coding, like you don't have anything at all and you want to do like a very like a project that's very flushed out for your company project. I would say four weeks, four hours per week to six hours per week, you would get the most out of this program. Yes. Also, it's totally fine if you can't commit like 10 hours, 20 hours like results thought designed to do that. But even if you're committing less time per week, as long as you meet the minimum requirements, everything, all the projects and things afterwards, right. You get that you get lifetime access to everything. The only thing is for the company project that two week period in which you're working on that project. I think if you can't commit to doing that, the program is not really worth it for you, because I think that's one of the key highlights of this program.

1:24:08Is there an age limit? We've actually had people all the way from 16 up to 50 years old. So there's no age limit. But I think if you're not in high school yet, probably not a great choice. Because most people are around that age. I would say the average, I don't know why I should calculate the exact average. I would say into 20s, 27 or 28. I think is the average maybe like 30 something like that. So there's honestly like big range of age, age is just number. I see that there is technology related content. But do you know if there's anything specifically related to bound for Maddox, where ecology, where my asking about things that are very niche. That's a great question. So I really like the circle thing that we drew. So I'm going to show you again, the circle thing that we drew. Same. So in the very beginning of lonely activists, we focused a lot on pure coding based stuff, like very, very technical stuff. So starting from this cohort and then moving forward, we're also going to be a lot more like we're going to be having a greater selection and a greater spectrum.

1:25:19Because there's so many tools out there now. That are not necessarily like really, really full on building AI products on very, very technical stuff. So we covered a lot of different companies like the company projects you're working on. They come from a lot of different backgrounds and then also the specific courses as well. And then they're coming from different. There's going to be a more diverse range of courses, like if you're interested in video, you'll be doing video, right. And then the company you're working for working at doing the project at whatever you want to call it is, for example, like your move.ai is an example of something that is pretty interesting and not building a technical product is a dating coach. And they created a AI generated social media content journalism pieces. So how do you use AI in order to write stuff. So the example that I showed earlier for anybody that was there. When I was showing you how to like write things like those are just things that you would be applying within this project. Another part was was automating and content generation process for the company that's a little bit more technical.

1:26:24Those are and stratus got for example is for coding and then economic development consultancy list cap. So this is things with economics agriculture. They have a very diverse range of projects that they work on last mile is a lot more technical but also done stuff with health clinics that is more on the side of bioinformatics as well as it's called a health tech health tech things like that. So the companies themselves are quite diverse and that's also why the skills that we teach now is also there's a lot of diversity in that as well. Yes. For the canvas where for someone who is employed full time great question the majority of people who do this program are actually employed first time are employed full time. So that's why we make the schedule personalized for the study plan and then also for time commitment we do it in such a way that's not like you have to exactly be here at exact time because people have other things that they're doing in life. So most people here are actually working full time while doing this program.

1:27:28Oh well thank you Frank the first super on it let's celebrate their first super on a live stream. This is actually the first is a super sticker super chat I literally never received one before thank you so much. Thank you so much for supporting this channel that's cute. Wow I didn't know is this like a super chat like a super. Oh my god. Well thank you I appreciate it. Oh a sick shop thank you as well thank you so much for supporting this channel I really appreciate it. I really appreciate that you guys also appreciate these live streams. Other questions how many people do you take so we it's not like we exactly take a certain amount we take the people who we think are most qualified and our limit is usually around like 30 to 40 people. So that we make sure everybody has very good experience.

1:28:28Are there any group projects we're also a project great question as well all the learning projects like the ones I don't have like an actual end client there can be learning projects there. Actually yeah no just for all the projects in general they can be solo projects and they can be groups projects for the company projects specifically we really recommend people to do it in groups because you can get a lot more done with that and then what you end up accomplishing what you do. What you get your referral about your reference letters and what you put on your resume is also a lot a lot more fleshed out from that as well and also just working with other people I think makes life more fun. So yeah we highly encourage group projects even though if you really want to do a solo you can do that as well. Which laptop would you recommend you do AI such ML programming honestly most laptops are able to handle this now whether you do like PCs or you can use a Mac I think a lot of things now like it's it used to be a lot higher requirements but not as much now especially because a lot of things are on the cloud like virtual machines.

1:29:34You can also spin up those as well so I don't think there's a lot of requirement as much for the laptop anything that is relatively good and is sold in places. It would be fine. Okay I'm a biologist I've been through a full stack Python bootcamp a data analyst course and now I'm finishing a data science course but I would like to continue clean to my training as a biologist I see that's the thing I don't know why you shouldn't do that like if you already have experience as a certain like in a certain field like biology right your biologist I think it's a lot better to actually incorporate that into like AI into that skills that combine those together and then you are so much more unique. And you're able to do things that other people can't do like if you're not a biologist and you only know AI and ML stuff you wouldn't be able to do as much as you don't have that domain knowledge right and you're also stand out among biologists because most of them do not know how to do AI and ML stuff especially in healthcare and education healthcare education sustainability from all the reports that are coming out those are the places where there's the most growth and the most potential for AI as well.

1:30:49So even with the projects that we have here as you can see like the freelance freelance project real company projects work experience from projects all of these companies they're very different like this is a dating coach this is a economic development consultant that does a lot of like agriculture based stuff like these are companies that if you have domain knowledge in certain things and you're able to add on to that company you're actually you can add so much value from doing that. So I don't think people should just be like oh like I need to abandon everything that I knew from before learned AI skills and apply it to your domain that will make you stand out. Oh Dave thank you so much 999 thank you oh my god thank you guys so much like I literally this this is like making my day is making my day thank you for supporting this channel I feel so appreciated in doing these live streams. Thank you. Oh really I'm like genuinely I'm thank you so much I appreciate it so much. Do we choose which company for whom we do the co-opt for the real company yeah you do you get to choose and we we label it by levels so if you're and like by interest like what you're interested in so you get like a brief about what the project is on and you can choose the one that you're most interested in.

1:32:10They go from technical ranging from pretty relatively non-technical all the way to very very technical so and different domains. Obviously like if you're a beginner you probably shouldn't go do like the hardest project we will tell you that but you do get to choose. Oh my god guys thank you so much I literally I'm like I don't even know what to say I just feel so appreciated like people have not done this before. Tina you're my go to an AI thank you thank you Paul oh my god thank you so much I'm like blushing right now. Cage win Kai Kai. I really appreciate it seems like I should do keep doing these live streams and keep making content. Sometimes you know like sometimes when you create content you just put it out there I'm literally getting emotional right now sometimes you just like do that and then you're like I hope people find this useful as I put in so much work to do this content do these live streams and things like that.

1:33:17So yeah I just want to say like I feel so appreciated that this matters to you guys. Okay I'm like literally getting emotional thank you so much. Okay let me answer a few more questions. So a lot of questions. There's no age limit or is it live weekly classes. Okay Nicole it's going to be courses so it's going to be pre-recorded courses but there's live weekly tutorial sessions and different talks that are going to be there and then also the accountability groups when you're checking in with your different people different people in your group that's going to be live so it's a combination of different things. Oh also recordings are available for everything as well because different time zones sometimes you can't make it. See intern is still very standard industry and guv agencies.

1:34:18Yeah that word right intern. I think what I'm going to do is just like test out these different terms and just like see what people resonate with because I just like don't know what to call this. Yeah I think it should be called either internship experience or should be called company like real company experience internship in the sense that you'll be in turning at that company but it's less traditional in the sense that we like as lonely Octopus we support you throughout that process and we coordinate between everybody so there's like slight difference but internship is a good thing and it shows up on your resume as that as well. Real company experience that's kind of general enough to describe what it is so that's kind of where we got that from thank you so much by the way for anybody that has helped me come up with the names for it that's from the polls and stuff that's what came up the most as the top two so really appreciate you helping me find a name for what to call these projects at the end co-op was also really good. I really like those two as well but I asked people a lot of them didn't know what that meant so that's why we didn't use a co-op and practicum in the end.

1:35:27Thank you so much. Thank you all so much. Like you guys are literally like just making my day right now I just I don't think I've actually ever felt this appreciated before. Yeah I really I just feel so appreciated I know you like you watch my videos and things but just from a live stream like that I'm interacting with you guys and thank you. Joshua hi Tina I'm a software QA manager but would like to transition to be a data analyst or data scientist with a our ML qualifications as projects increase my chances. Software QA manager so I'm assuming you're pretty technical right like in terms of the coding side of things in terms of the engineering side would you say that you're relatively comfortable with that so more on the data side right data and data scientists. So I would say in your in your case let me know if that's not the correct assumption but in your case if I think I think what I would recommend if you were part of lonely autops what I would actually recommend is that I would say a and M L yes it would increase your qualification but I would also do like the less sexy stuff how do you do data analytics for example so courses on that how to actually dive into machine learning and not just in terms of the data.

1:36:53Not just in terms of usage of machine learning but learning how these algorithms work and then more traditional data scientists based up as well statistics I'm going to say like I really recommend learning statistics it's really important if you're doing anything data related what else data visualization so these are more like traditional data skills. Which I think you should very much have a good foundation and if you don't already and then you should also use like machine learning and AI especially we have a software background the usage of that shouldn't be a problem but in that in combination will be very powerful. There's the thing like I think for a lot of data rules right now there is a much more requirement for software engineering because of these AI and ML models that are coming out. But the same time for those that are in engineering there's also more demand on a data side to because what's fueling these models is data so for people in engineering go learn data stuff people in in in data go learn engineering stuff is what I would say.

1:37:53I code is that okay yes in that case that's what I would recommend like call like more traditional. Data science data analyst stuff and actually know how machine learning algorithms work as opposed to just knowing how to use them. If you were just saying I want to be like an engineer I don't think you need to do that but if you actually want to go on the data side then yes I do think you need to do that. Casual thank you again for supporting the channel working on a prerequisite for grad school for CS Calc 2 discrete mass U++. Bus is that business undergrad business undergrad would you recommend lonely octopus now or later prerequisites for grad school are you working right now are you. Yeah are you working right now in business or something like that. That's not really similar to me because I came from a pharmacology background I knew how to code like kind of like taught myself into a couple courses on it but then I went to CS for grad school. So yeah my question is are you working right now are you learning on these things by yourself or.

1:38:54Yeah I think major question is how are you learning these things right now. I will I can answer that question better. Mr. Ellie Eli Serifin thank you so much hiya hiya back thank you. Thank you. Jace you are appreciated thank you thank you I just feel so appreciated and oh my god I feel so appreciate it thank you all so much. Watch video for ours is not to be code program I don't know about that I would disagree with that. Yes I am technical yeah I hope that was helpful. Kajwan did you say something did I miss it hope I didn't miss it yes full time work in hospitality okay got it. And are you just learning the prerequisites and things by yourself right now.

1:39:55Like are you learning that like on Coursera or or something like that. Taking classes through local universities okay got it got it okay so this is what I would say in terms of grad school and computer science. Working on prerequisites so you're doing the you're probably working and then you're trying to do courses on the side as well so in terms of your time dedication. There's probably you don't have that as much time right I would say like in terms of maximum bandwidth. Are you would you say you're probably at your limit so this is what I would say okay if you feel like you're at your limit because you're like both working full time and my understanding hospitality is not an easy. Industry to be in so I'm assuming you're working a lot of hours right now and you're taking courses from universities. If you feel like all of that is taking a significant amount of your time I wouldn't recommend the only octopus right now if you want to keep taking those university courses.

1:40:59Yeah I wouldn't recommend the octopus if you're saying like you're like met about the courses that you're taking right now and it's kind of just like in and out not like you know not like part of a program then I would say drop those courses and then do lonely octopus and focus only on the software engineering part but honestly in most I personally think like this is like me not kind of like advertising myself I think in your case I don't think you should be doing lonely octopus until. You're in grad school until after. Given what you just told me I think if you're doing university courses you're doing that already just stick with doing that right now and get into grad school first. That makes sense. If you're fine learning these courses and you and everything is going great just do that and then potentially when you're ready to get a job where you want more experience in the AI side as opposed to fundamental computer science then you can do lonely octopus later.

1:41:59Taking classes as well yes through UCL. Okay definitely in this case I do know UCL extension so I wasn't sure if you were doing like random not random but like courses from different places that were not particularly reputable for example but UCL. UCL excited courses are obviously going to be great the professors there obviously going to be great as well so I think you should not do lonely octopus now stick with that. Gal your prerequisites make those connections with those universities and get into grad school first best of luck by the way. Report back. Okay thank you you're welcome. I am currently a second year software engineering student I'm doing data structures and principles of software I did object oriented and what programming last class to previous term. What is the question. Sorry did I miss it what is the question in that statement.

1:43:03Do you take an absolute beginners yes a lot of people we've taken in have literally never coded in their lives. So we do take absolute beginners I would say are you going to be building the best like the most fancy advanced work experience project from that company. No you will not be doing that but our levels of the different like we span a lot of different levels for the company projects as well. In your case I would say like learn the fundamentals of coding learn fundamentals of data and then do a do a project with a company that is related to analytics specifically data visualization analytics maybe some dashboarding is what I would say is good. I think we can you would learn a little bit on the prompt engineering sign and how to use AI but I don't think you're ready to be building these projects since you have access to all the courses afterwards. I think you should learn those courses and then start building products after I don't think that would be yeah I think those are the things you should be focusing on throughout the program if you choose to take it.

1:44:07Let's see Tina what is your impression of the job market for data analyst as data scientists for the first half of 2024 particularly for career tenders transitioners like myself. I think you're trying to go for full time right now unless you're going for more specialized roles like for example say you're a biologist and you're learning data stuff and AI stuff and you're going for something in health tech and you're going something for data analytics bound for Maddox I think that is very good especially in industry like healthcare. I think you're going in generally with no background in any other thing you're just applying like generally for data analyst and data scientist roles and tech I don't think it's a great market right now if you're a freelancer there's like roles that you can do for that but I mean the golden age of tech I feel like is over like back when I was back in my day. But this is like a couple years back like it was very like there's a lot of openings for just data analyst for data science roles within large tech companies that you can go to and they don't really it's not like specialized you kind of just go in and then you learn on a job.

1:45:16So they're more kind of generalized right as as long as they think you're smart and you have the ability to learn and you have the skill set they would take you but nowadays unfortunately I think it's a lot harder to do that I think you need to be able to have very specific skills. So if you're a skill set domain knowledge of possible and if you know your AI and ML stuff that's going to be what makes you stand out if that helps. And if you're a career transitioner I always recommend this like if you're already working at a company try to just find rules with within your company that you can apply these data skills these ML skills these AI skills to and then get yourself there first before jumping out especially in this kind of climate I don't think you should just like you'll know. You'll know you'll know yourself out. Yes. Let's see. Any other questions.

1:46:17From your experience at meta what would your recommendations be for a product manager learning AI such ML what does the PM need to know to work such speech to develop an engineers background and military biology and we have kind of similar backgrounds from ecology. I'd take molecular biology in school. A couple classes at least. Where are you a product manager at like what's your are you working at a tech company are you working at something else just out of curiosity. But in general like what is the PM need to know to work such speak should develop an engine work such speak to develop an engineers. Okay so you want to be able to be a product manager for engineers and developers is my understanding like probably people were here at AI and ML stuff yes okay I think for a PM so I'm thinking back to my experience at meta right the best product managers I've had. Let me think. Okay I think the best product managers I have had have had some technical experience themselves.

1:47:27Yeah I'm not saying that if you don't have technical experience you would be a bad product manager but most of them have technical experience either through school where they tried very hard themselves to go learn about more of the technical side because if they do that first of all you're honestly like you'll be respected more in general. You'll be respected more by your developers if you have some sort of technical knowledge and then it would also just be easier because working with someone who's completely non technical they would be like oh like can you do this in three days and as an engineer kind of just like no I can't do that in three days where they don't understand a product development cycle and you know feature requests like things like that would be harder I think what I would do if I wasn't technical at all is at the very minimum I would take like.

1:48:33Introduction computer science courses like CS courses and then I would just learn the concepts of things right. You don't need to go developing AI product but what are the components of a product right like software engineering product in general what are the components like what's a database how does that relate to AI like how are people using AI these days they're using different APIs are they fine tuning their models like these kind of concepts and terminologies I think is very important. So you have understanding of what the infrastructure like what it is that people are using these days to talk to them about it yeah I personally think if you unless you're like very opposed to it I think learning how to code and just at least taking like a couple introductory courses is is very helpful for you yeah that's what I would say. Yeah group hug all.

1:49:35I'm cursed with being a generalist a little knowledge of a lot of things I understand that I understand that I call it it's called a Renaissance soul. I would say okay as someone who also is more of a generalist person learning to code was probably the smartest thing I've ever done. Also starting YouTube smartest thing I've ever done as well. We really learning how to code because as a generalist like if you know how to code it's actually great for being a generalist because you're like you can code whatever it is you want right like maybe today you're going to be. Coating something about informatics and then next day you're like oh like I don't know do that more except board you can go to that in finance. Having a technical degree like and being able to learn how to do that also helps you adapt a lot quicker like new technologies that are coming out right now if you don't know how to code is very hard to keep up but you know how to code you can use that and apply that. So many different ways. For example if you are technical learning how to use API is like you're learning how to use these large language models and different AI models that are coming out is so much easier than if you don't know how to use it really a lot of things if you understand the technical aspect is really not that hard to learn your technologies.

1:50:47I think I understand that I think the more generalist you are the more like you don't know what to do with your life the more it is I would recommend you learn how to code. Is it best to enroll in lonely octopus when I am not doing university courses during the summer we've had people do both I actually personally would recommend doing it. Not just straight up. I mean you could we've had people do both but I don't think okay let me rephrase I don't think you need to wait until summer to do these courses unless unless you feel like you're already dying then you know probably don't do that if you're at like if you're at like capacity already I don't think you should I don't think it's necessarily. I don't I don't think you necessarily have to wait until summer we do have a summer cohort though so just kind of putting that there we can't make this one totally fine we do have a summer cohort. But kind of just think about I think it's more about in terms of your limit how much it is that you can do now and then also.

1:51:51Yeah how much of it can you do now in addition to the courses and you can kind of like do it more self-paced. Or you can do some merges be like I'm a dedicate myself and just learn all the things and then do the do the company project internship afterwards that works as well me personally I actually prefer to do it while I'm doing courses like while I'm working while I'm doing that because I tend to procrastinate when I don't have other medications like if I was like oh I have to hold like two months free and I will have every intention to work on it and lonely octopus does a good job of keeping you accountable for that but I tend to procrastinate a lot more when I don't have if that makes any sense kind of counter intuitive that's me personally so I think you just have to assess that for yourself both work with had people do both before and they we do have a summer cohort as well so I'm sorry if that was not very helpful.

1:52:51Yeah sorry that's not very helpful. Alright I'm gonna go soon let me see if there's any additional questions that I think have not have very specific before I balance. Octopods have three hearts yes. Abstract cats official. Over the last years almost 57 getting serious about getting a tech job now you got this really you really got this. Thanks for all the great videos thank you for thank you for coming. How to begin as a millionaire what okay I'm sorry I was like going through these and I don't. Have the context for a lot of these questions like what are we talking about. See how much mentorship how much mentorship such expert interaction do we get with the explorer tier great question so for the explorer tier you have a facilitator so every week when you're joining your

1:53:55directs of your octopon like the group of people you're working with there's going to be a facilitator a mentor who be facilitating that session. You'll be interact with people like you can reach out anytime by the way like you're like I don't want to change my study plan where like I don't want to discuss this you can reach out to us at any point and we will respond and we will help you out in that. You can ask questions on discord we can help you out with that as well during the projects like the company projects especially will we will be like you'll be in the middle of the day. So it's really interesting with us quite a lot and there'll be office hours that you can that you'll be interacting with us because we want to make sure that obviously the proposals that you come up with is good for whatever it is that the project is going to be on so that's going to be like a guided process. So it is quite a lot of interaction and obviously for the weekly live streams and tutorials if you're there you'll be interacting with us as well. So let's say it's definitely explore option is not going to be one on one we will reach like you can contact us one on one but it's not going to be like we will have a call with you every single day where like anything like that right we won't have like one on one calls with you.

1:55:04But if you have anything specific you want to talk about we will always be there to support that and if there's any and you'll be part of a group sessions like pretty small group sessions as well especially when it comes to the project time it will be you'll be having a lot of interaction from us. All right. Thank you for your time. Okay, I hope that was helpful. Everybody and I hope that for anybody that's interested in lonely octopus applications are open right now so I recommend that you apply sooner as opposed to later because we go on a rolling basis. I haven't actually made my socials announcements on my socials yet so y'all heard it earlier than everybody else actually said it like two weeks ago when I was when I when we didn't even open up applications yet. But yeah, so apply earlier if you're interested in doing this if you have any questions you can reach out as well so it's contact at lonely octopus.com and we will get back to you. I hope this is helpful in deciding if this was a useful program for you or not and hopefully I will see many of you guys.

1:56:09Within the program and also see you guys in the next livestream. All right, thank you friends. Thank you all so much for joining also thank you so much for for all the super is it called like super the stickers the chats super chats like sorry I literally don't even know what it's called. It's a call like super chat. Super chat stickers but donations like thank you so much for that genuinely it literally made my day so much I had never. It's just I haven't felt this appreciated before I think ever on a livestream we're just on video content just appreciate so much. Appreciate so much for doing this I feel yeah I feel so appreciated okay alright thank you all so much again and I'll see you guys next week goodbye. Wow.