# Neural Networks: Zero to Hero

https://www.youtube.com/playlist?list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ

## Index

- [01 - The spelled-out intro to neural networks and backpropagation: building micrograd](#01---the-spelled-out-intro-to-neural-networks-and-backpropagation-building-micrograd)
- [02 - The spelled-out intro to language modeling: building makemore](#02---the-spelled-out-intro-to-language-modeling-building-makemore)
- [03 - Building makemore Part 2: MLP](#03---building-makemore-part-2-mlp)
- [04 - Building makemore Part 3: Activations & Gradients, BatchNorm](#04---building-makemore-part-3-activations--gradients-batchnorm)
- [05 - Building makemore Part 4: Becoming a Backprop Ninja](#05---building-makemore-part-4-becoming-a-backprop-ninja)
- [06 - Building makemore Part 5: Building a WaveNet](#06---building-makemore-part-5-building-a-wavenet)
- [07 - Let's build GPT: from scratch, in code, spelled out.](#07---lets-build-gpt-from-scratch-in-code-spelled-out)
- [08 - State of GPT | BRK216HFS](#08---state-of-gpt--brk216hfs)
- [09 - Let's build the GPT Tokenizer](#09---lets-build-the-gpt-tokenizer)
- [10 - Let's reproduce GPT-2 (124M)](#10---lets-reproduce-gpt-2-124m)

## 01 - [The spelled-out intro to neural networks and backpropagation: building micrograd](https://www.youtube.com/watch?v=VMj-3S1tku0&list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ)

## 02 - [The spelled-out intro to language modeling: building makemore](https://www.youtube.com/watch?v=PaCmpygFfXo&list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ)

## 03 - [Building makemore Part 2: MLP](https://www.youtube.com/watch?v=TCH_1BHY58I&list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ)

## 04 - [Building makemore Part 3: Activations & Gradients, BatchNorm](https://www.youtube.com/watch?v=P6sfmUTpUmc&list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ)

## 05 - [Building makemore Part 4: Becoming a Backprop Ninja](https://www.youtube.com/watch?v=q8SA3rM6ckI&list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ)

## 06 - [Building makemore Part 5: Building a WaveNet](https://www.youtube.com/watch?v=t3YJ5hKiMQ0&list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ)

## 07 - [Let's build GPT: from scratch, in code, spelled out.](https://www.youtube.com/watch?v=kCc8FmEb1nY&list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ)

## 08 - [State of GPT | BRK216HFS](https://www.youtube.com/watch?v=bZQun8Y4L2A&list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ)

## 09 - [Let's build the GPT Tokenizer](https://www.youtube.com/watch?v=zduSFxRajkE&list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ)

## 10 - [Let's reproduce GPT-2 (124M)](https://www.youtube.com/watch?v=l8pRSuU81PU&list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ)