├── About.md ├── Acknowledgements-Frequently-asked-questions.md ├── Appendix.md ├── Chapter-1.md ├── Chapter-2.md ├── Chapter-3.md ├── Chapter-4.md ├── Chapter-5.md ├── Chapter-6.md ├── LICENSE ├── On-the-exercises-and-problems.md ├── README.md ├── Translator-Forewords.md └── pics ├── chapter-1 ├── Einstein_crop.jpg ├── Kangaroo.JPG ├── digits.png ├── digits_separate.png ├── hubble.jpg ├── mnist_100_digits.png ├── mnist_2_and_1.png ├── mnist_complete_zero.png ├── mnist_first_digit.png ├── mnist_other_features.png ├── mnist_really_bad_images.png ├── mnist_top_left_feature.png ├── sigmoid_function_shape1.png ├── step_function.png ├── tikz0.png ├── tikz1.png ├── tikz10.png ├── tikz11.png ├── tikz12.png ├── tikz13.png ├── tikz14.png ├── tikz15.png ├── tikz2.png ├── tikz3.png ├── tikz4.png ├── tikz5.png ├── tikz6.png ├── tikz7.png ├── tikz8.png ├── tikz9.png ├── valley.png └── valley_with_ball.png ├── chapter-2 ├── tikz16.png ├── tikz17.png ├── tikz18.png ├── tikz19.png ├── tikz20.png ├── tikz21.png ├── tikz22.png ├── tikz23.png ├── tikz24.png ├── tikz25.png ├── tikz26.png └── tikz27.png ├── chapter-3 ├── anim-1.gif ├── anim-2.gif ├── anim-3.gif ├── anim-4.gif ├── anim-5.gif ├── gaussian.png ├── gaussian_distribution.png ├── more_data.png ├── more_data_5.png ├── more_data_comparison.png ├── more_data_log.png ├── more_data_rotated_5.png ├── multiple_eta.png ├── overfitting1.png ├── overfitting2.png ├── overfitting3.png ├── overfitting4.png ├── overfitting_full.png ├── regularized1.png ├── regularized2.png ├── regularized_full.png ├── rlf.png ├── svg1.png ├── svg2.png ├── svg3.png ├── tanh.png ├── tikz28.png ├── tikz29.png ├── tikz30.png ├── tikz31.png ├── tikz32.png ├── tikz33.png ├── tikz34.png ├── weight_initialization_100.png └── weight_initialization_30.png ├── chapter-4 ├── 1-fx.png ├── 10-anim-3.gif ├── 11-anim-4.gif ├── 12-network.png ├── 13-anim-5.gif ├── 14-anim-6.gif ├── 15-bump_function.jpg ├── 16-bump.png ├── 17-anim-7.gif ├── 18-anim-8.gif ├── 19-network.png ├── 2-output.png ├── 20-anim-9.gif ├── 21-anim-10.gif ├── 22-weighte-output.png ├── 23-anim-11.gif ├── 24-network.png ├── 25-neuron.png ├── 26-anim-12.gif ├── 27-anim-13.gif ├── 28-anim-14.gif ├── 29-anim-15.gif ├── 3-network.png ├── 30-anim-16.gif ├── 31-tower.png ├── 32-towers.png ├── 33-anim-17.gif ├── 34-anim-18.gif ├── 35-anim-19.gif ├── 36-towerss.png ├── 37-4d-tower.png ├── 38-sigmoid.png ├── 39-other-activation-function.png ├── 4-network-5.png ├── 40-anim-20.gif ├── 41-step.png ├── 42-weighted-input.png ├── 43-bump-functions.png ├── 44-scaled.png ├── 45-half-width.png ├── 5-1-1.png ├── 6-simple.png ├── 7-anim-1.gif ├── 8-anim-2.gif └── 9-high_weight_function.jpg ├── chapter-5 ├── 1-shallow_circuit.png ├── 10-tikz38.png ├── 11-sigma.png ├── 12-tikz39.png ├── 13-tikz40.png ├── 2-circuit-multiplication.png ├── 3-tikz35.png ├── 4-tikz36.png ├── 5-network2.png ├── 6-training-speed-2-layers.png ├── 7-training-speed-3-layers.png ├── 8-training-speed-4-layers.png └── 9-tikz37.png ├── 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