- 01. What is Deep Learning
- 02. Solving Problems - Big and Small
- 03. Let's Get Started
- 04. Installing TensorFlow
- 05. Hello, Tensor World!
- 06. Transition to Classification
- 07. Supervised Classification
- 08. Training Your Logistic Classifier
- 09. Quiz: TensorFlow Linear Function
- 10. Quiz: TensorFlow Softmax
- 11. ReLU and Softmax Activation Functions
- 12. One-Hot Encoding
- 13. Quiz: TensorFlow Cross Entropy
- 14. Minimizing Cross Entropy
- 15. Categorical Cross-Entropy
- 16. Practical Aspects of Learning
- 17. Quiz: Numerical Stability
- 18. Normalized Inputs and Initial Weights
- 19. Measuring Performance
- 20. Optimizing a Logistic Classifier
- 21. Stochastic Gradient Descent
- 22. Momentum and Learning Rate Decay
- 23. Parameter Hyperspace
- 24. Quiz: Mini-batch
- 25. Epochs