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Classroom Contents
Deep Learning with the Analytical Engine
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- 1 Intro
- 2 Charles Babbage
- 3 Soirée (high-level design)
- 4 Mechanical addition
- 5 The Difference Engine How would you compute the sequence of cubes?
- 6 The Analytical Engine
- 7 Difference Engine versus Analytical Engine
- 8 Timeline of mechanical computers
- 9 Hardware specifications - memory
- 10 Hardware specifications - speed
- 11 Lovelace on the Information Age
- 12 Lovelace on Machine Intelligence
- 13 Neural networks
- 14 The MNIST classification problem
- 15 Simple neural network for MNIST
- 16 What to use for the activation function?
- 17 The tanh(x) activation function
- 18 Improving the activation function
- 19 How about two convolutional layers?
- 20 Implementation
- 21 Acknowledgements
