├── LICENSE ├── README.md └── images ├── lesson-2 ├── and-quiz.png ├── and-to-or.png ├── backpropagration.PNG ├── batch-gradient.PNG ├── classification-problems.PNG ├── continous-perceptron.PNG ├── cross-entropy.PNG ├── discrete-vs-continous.PNG ├── dropout.PNG ├── early-stopping.PNG ├── error-functions.PNG ├── feedforward.PNG ├── gradient-descent.PNG ├── higher-dimensions.PNG ├── learning-rate-decay.PNG ├── linear-boundaries.PNG ├── local-minima.PNG ├── log-loss-error-function.PNG ├── logistic-regresssion-algorithm.PNG ├── logistic-regresssion.PNG ├── maximizing-probabilities.PNG ├── maximum-likelihood.PNG ├── momentum.PNG ├── multi-class-cross-entropy.PNG ├── neural-network-architecture.PNG ├── non-linear-data.PNG ├── non-linear-models.PNG ├── non-linear-regions.PNG ├── one-hot-encoding.PNG ├── or-quiz.png ├── other-activation-functions-1.PNG ├── other-activation-functions-2.PNG ├── overfitting-and-underfitting.PNG ├── perceptron-algorithm.PNG ├── perceptron-trick.PNG ├── perceptron-vs-gradient-descent.PNG ├── perceptrons.PNG ├── random-restart.PNG ├── regularization.PNG ├── softmax.PNG ├── stochastic-gradient.PNG ├── vanishing-gradient.PNG ├── why-neural-network.PNG └── xor.png ├── lesson-4 └── tensor.PNG ├── lesson-5 ├── 3x3.svg ├── PoolingConvolution.svg ├── PoolingStart.svg ├── alexnet.PNG ├── class-scores.PNG ├── cnn-img-class-2.PNG ├── cnn-img-class.PNG ├── cnn.png ├── conv-anim.gif ├── conv-layer-1.png ├── conv-layer-2.png ├── conv-layer-rgb.PNG ├── conv-layer.PNG ├── convolution-formula.PNG ├── convolution.PNG ├── cross-entropy-loss.PNG ├── do-your-research.PNG ├── early-stopping.PNG ├── edge-detection.PNG ├── edge-skip.PNG ├── feature-vector.PNG ├── filtered-images.PNG ├── filters.PNG ├── flattening.PNG ├── gradient-descent.PNG ├── hf-image.png ├── high-pass filters.PNG ├── image-augmentation.PNG ├── image-classification-steps.PNG ├── increasing-depth.PNG ├── learn-from-mistakes.PNG ├── local-conn.PNG ├── mlp-vs-cnn.PNG ├── mlp.PNG ├── mnist-database.PNG ├── mnist-vs-real.PNG ├── mnist.png ├── model-validation.PNG ├── normalization.PNG ├── padding.PNG ├── pooling.PNG ├── q2.PNG ├── q3.png ├── relu-ex.png ├── resnet.PNG ├── vgg.PNG ├── viz-cnn-1.PNG ├── viz-cnn-2a.PNG ├── viz-cnn-2b.PNG └── viz-cnn-2c.PNG ├── lesson-6 ├── content-loss.PNG ├── content-rep.PNG ├── flatten.PNG ├── gram-matrix.PNG ├── separate-sytle-content.PNG ├── style-loss.PNG ├── style-rep.PNG ├── style-representation.PNG ├── style-transfer.PNG ├── total-loss.PNG ├── vectorized-feature-map.PNG ├── vgg-19.PNG ├── weight-ratio-effect.PNG └── weight-ratio.PNG ├── lesson-7 ├── character-wise.PNG ├── forget-eq.png ├── forget-gate-math.PNG ├── forget-gate.PNG ├── gru.PNG ├── learn-eq.png ├── learn-gate-math.PNG ├── learn-gate.PNG ├── lstm-arch-2.PNG ├── lstm-arch.PNG ├── lstm-full-math.PNG ├── lstm-full.PNG ├── lstm-math.PNG ├── lstm-with-peephole.PNG ├── lstm.PNG ├── peephole-conn.PNG ├── remember-gate-eq.PNG ├── remember-gate-math.PNG ├── remember-gate.PNG ├── rnn-math.PNG ├── rnn.PNG ├── rnn.svg ├── sequence-batching.PNG ├── use-gate-eq.PNG ├── use-gate-math.PNG └── use-gate.PNG ├── lesson-9 ├── annotations.PNG └── tracing.PNG └── pytorch_scholarship.png /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2018 Agung Santoso 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /images/lesson-2/and-quiz.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/agungsantoso/pytorch-scholarship-challenge-notes/868405df6292a1e84f6d1c2f04eb32c654c07403/images/lesson-2/and-quiz.png -------------------------------------------------------------------------------- /images/lesson-2/and-to-or.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/agungsantoso/pytorch-scholarship-challenge-notes/868405df6292a1e84f6d1c2f04eb32c654c07403/images/lesson-2/and-to-or.png 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