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1hr Talk Intro to Large Language Models | hi everyone so recently I gave a 30-minute talk on large language models just kind of like an intro talk um unfortunately that talk was not recorded but a lot of people came to me after the talk and they told me that uh they really liked the talk so I would just I thought I would just re-record it and basically put it ... |
Building makemore Part 2 MLP | hi everyone today we are continuing our implementation of makemore now in the last lecture we implemented the bigram language model and we implemented it both using counts and also using a super simple neural network that had a single linear layer now this is the jupyter notebook that we built out last lecture and we s... |
Building makemore Part 3 Activations and Gradients BatchNorm | hi everyone today we are continuing our implementation of make more now in the last lecture we implemented the multier perceptron along the lines of benj 2003 for character level language modeling so we followed this paper took in a few characters in the past and used an MLP to predict the next character in a sequence ... |
Building makemore Part 4 Becoming a Backprop Ninja | hi everyone so today we are once again continuing our implementation of make more now so far we've come up to here montalia perceptrons and our neural net looked like this and we were implementing this over the last few lectures now I'm sure everyone is very excited to go into recurring neural networks and all of their... |
Building makemore Part 5 Building a WaveNet | hi everyone today we are continuing our implementation of make more our favorite character level language model now you'll notice that the background behind me is different that's because I am in Kyoto and it is awesome so I'm in a hotel room here now over the last few lectures we've built up to this architecture that ... |
Deep Dive into LLMs like ChatGPT | hi everyone so I've wanted to make this video for a while it is a comprehensive but General audience introduction to large language models like Chachi PT and what I'm hoping to achieve in this video is to give you kind of mental models for thinking through what it is that this tool is it is obviously magical and amazin... |
How I use LLMs | hi everyone so in this video I would like to continue our general audience series on large language models like chpd now in the previous video deep dive into llms that you can find on my YouTube we went into a lot of the underhood fundamentals of how these models are trained and how you should think about their cogniti... |
Lets build GPT from scratch in code spelled out | hi everyone so by now you have probably heard of chat GPT it has taken the world and AI Community by storm and it is a system that allows you to interact with an AI and give it text based tasks so for example we can ask chat GPT to write us a small Hau about how important it is that people understand Ai and then they c... |
Lets build the GPT Tokenizer | hi everyone so in this video I'd like us to cover the process of tokenization in large language models now you see here that I have a set face and that's because uh tokenization is my least favorite part of working with large language models but unfortunately it is necessary to understand in some detail because it it i... |
Lets reproduce GPT-2 124M | hi everyone so today we are going to be continuing our Zero to Hero series and in particular today we are going to reproduce the gpt2 model the 124 million version of it so when openi released gpt2 this was 2019 and they released it with this blog post on top of that they released this paper and on top of that they rel... |
State of GPT BRK216HFS | ANNOUNCER: Please welcome AI researcher and founding member of OpenAI, Andrej Karpathy. ANDREJ KARPATHY: Hi, everyone. I'm happy to be here to tell you about the state of GPT and more generally about the rapidly growing ecosystem of large language models. I would like to partition the talk into two parts. In the first ... |
The spelled-out intro to language modeling building makemore | hi everyone hope you're well and next up what i'd like to do is i'd like to build out make more like micrograd before it make more is a repository that i have on my github webpage you can look at it but just like with micrograd i'm going to build it out step by step and i'm going to spell everything out so we're going ... |
The spelled-out intro to neural networks and backpropagation building micrograd | hello my name is andre and i've been training deep neural networks for a bit more than a decade and in this lecture i'd like to show you what neural network training looks like under the hood so in particular we are going to start with a blank jupiter notebook and by the end of this lecture we will define and train in ... |
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