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Classroom Contents
Tools, Classification with Neural Nets, PyTorch Implementation
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- 1 – Welcome!
- 2 – Typora
- 3 – Notion
- 4 – Lecture begins
- 5 – Draw.io and inference
- 6 – Neural nets training, classification
- 7 – Space-fabric stretching animation
- 8 – Drawing time! blackboard 2-100-2-5 diagram
- 9 – Training data
- 10 – Fully connected layer
- 11 – Inference
- 12 – Training → loss function
- 13 – Training → gradient descent & back-propagation
- 14 – PyTorch classification implementation with Jupyter notebook
- 15 – PyTorch 5-step training
- 16 – PyTorch regression implementation with Jupyter notebook
- 17 – Regression uncertainty estimation
