What you'll unlock:

• 1. Backpropagation by Hand: 4 → 6 → 4
• 2. The Same Block Backward, and 1, 10, 100, 1000 Steps
• 3. The Graph Behind Backpropagation
• 4. The Gradient Descent Idea
• 5. Backpropagation Algorithm
• 6. One SGD Step: Reasoning About Updates
• 7. Autograd and Gradient Checking