Neural Networks / Deep Learning
4.0
(4)
40 learners
What you'll learn
This course includes
- 10.5 hours of video
- Certificate of completion
- Access on mobile and TV
Course content
1 modules • 33 lessons • 10.5 hours of video
Neural Networks / Deep Learning
33 lessons
• 10.5 hours
Neural Networks / Deep Learning
33 lessons
• 10.5 hours
- The Chain Rule, Clearly Explained!!!18:24
- Gradient Descent, Step-by-Step23:54
- The Essential Main Ideas of Neural Networks18:54
- Neural Networks Pt. 2: Backpropagation Main Ideas17:34
- Backpropagation Details Pt. 1: Optimizing 3 parameters simultaneously.18:32
- Backpropagation Details Pt. 2: Going bonkers with The Chain Rule13:09
- Neural Networks Pt. 3: ReLU In Action!!!08:58
- Neural Networks Pt. 4: Multiple Inputs and Outputs13:50
- Neural Networks Part 5: ArgMax and SoftMax14:03
- The SoftMax Derivative, Step-by-Step!!!07:13
- Neural Networks Part 6: Cross Entropy09:31
- Neural Networks Part 7: Cross Entropy Derivatives and Backpropagation22:08
- Neural Networks Part 8: Image Classification with Convolutional Neural Networks (CNNs)15:24
- Recurrent Neural Networks (RNNs), Clearly Explained!!!16:37
- Long Short-Term Memory (LSTM), Clearly Explained20:45
- Word Embedding and Word2Vec, Clearly Explained!!!16:12
- Sequence-to-Sequence (seq2seq) Encoder-Decoder Neural Networks, Clearly Explained!!!16:50
- Attention for Neural Networks, Clearly Explained!!!15:51
- Transformer Neural Networks, ChatGPT's foundation, Clearly Explained!!!36:15
- Decoder-Only Transformers, ChatGPTs specific Transformer, Clearly Explained!!!36:45
- Encoder-Only Transformers (like BERT) for RAG, Clearly Explained!!!18:52
- Tensors for Neural Networks, Clearly Explained!!!09:40
- Essential Matrix Algebra for Neural Networks, Clearly Explained!!!30:01
- The matrix math behind transformer neural networks, one step at a time!!!23:43
- The StatQuest Introduction to PyTorch23:22
- Introduction to Coding Neural Networks with PyTorch and Lightning20:43
- Long Short-Term Memory with PyTorch + Lightning33:24
- Word Embedding in PyTorch + Lightning32:02
- Coding a ChatGPT Like Transformer From Scratch in PyTorch31:11
- Reinforcement Learning with Neural Networks: Essential Concepts24:00
- Reinforcement Learning with Neural Networks: Mathematical Details25:01
- Reinforcement Learning with Human Feedback (RLHF), Clearly Explained!!!18:02
- Happy Halloween (Neural Networks Are Not Scary)00:59
