Neural Networks / Deep Learning
This playlist has everything you need to know about Neural Networks, from the basics to the state of the art with Transformers, the foundation of ChatGPT.
Curated by: StatQuest with Josh Starmer (33 videos)
Tracks in this Playlist
- Happy Halloween (Neural Networks Are Not Scary)
- The Essential Main Ideas of Neural Networks
- The Chain Rule, Clearly Explained!!!
- Gradient Descent, Step-by-Step
- Neural Networks Pt. 2: Backpropagation Main Ideas
- Backpropagation Details Pt. 1: Optimizing 3 parameters simultaneously.
- Backpropagation Details Pt. 2: Going bonkers with The Chain Rule
- Neural Networks Pt. 3: ReLU In Action!!!
- Neural Networks Pt. 4: Multiple Inputs and Outputs
- Neural Networks Part 5: ArgMax and SoftMax
- The SoftMax Derivative, Step-by-Step!!!
- Neural Networks Part 6: Cross Entropy
- Neural Networks Part 7: Cross Entropy Derivatives and Backpropagation
- Neural Networks Part 8: Image Classification with Convolutional Neural Networks (CNNs)
- Recurrent Neural Networks (RNNs), Clearly Explained!!!
- Long Short-Term Memory (LSTM), Clearly Explained
- Word Embedding and Word2Vec, Clearly Explained!!!
- Sequence-to-Sequence (seq2seq) Encoder-Decoder Neural Networks, Clearly Explained!!!
- Attention for Neural Networks, Clearly Explained!!!
- Transformer Neural Networks, ChatGPT's foundation, Clearly Explained!!!
- Decoder-Only Transformers, ChatGPTs specific Transformer, Clearly Explained!!!
- Encoder-Only Transformers (like BERT) for RAG, Clearly Explained!!!
- Reinforcement Learning with Neural Networks: Essential Concepts
- Reinforcement Learning with Neural Networks: Mathematical Details
- Reinforcement Learning with Human Feedback (RLHF), Clearly Explained!!!
- Tensors for Neural Networks, Clearly Explained!!!
- Essential Matrix Algebra for Neural Networks, Clearly Explained!!!
- The matrix math behind transformer neural networks, one step at a time!!!
- The StatQuest Introduction to PyTorch
- Introduction to Coding Neural Networks with PyTorch and Lightning
- Long Short-Term Memory with PyTorch + Lightning
- Word Embedding in PyTorch + Lightning
- Coding a ChatGPT Like Transformer From Scratch in PyTorch