├── .gitignore ├── 01. Modeling data.ipynb ├── 02. Function parameters.ipynb ├── 03. Minimizing functions - how a computer learns.ipynb ├── 04. Learning with a single neuron.ipynb ├── 04x. Intro to Flux.jl.ipynb ├── 05. Learning with a single neuron using Flux.jl.ipynb ├── 05x. Intro to Neural Networks.ipynb ├── 06. Using Flux to build a single layer neural net.ipynb ├── 06x. Intro to Deep Learning.ipynb ├── 07 Multi-layer neural networks with Flux.ipynb ├── 08 MNIST Multi layer perceptron with Flux.ipynb ├── 09. MNIST with Covolutions.ipynb ├── 10. MNIST Autoencoder.ipynb ├── 11. Text generation with RNN.ipynb ├── 12. Language identification with LSTM.ipynb ├── 13. Image Classification.ipynb ├── LICENSE.md ├── Manifest.toml ├── Project.toml ├── README.md ├── data ├── 104_100.jpg ├── 107_100.jpg ├── 10_100.jpg ├── 8_100.jpg ├── Apple_Braeburn.dat ├── Apple_Golden_1.dat ├── Apple_Golden_2.dat ├── Apple_Golden_3.dat ├── Banana.dat ├── Celeste.png ├── Grape_White.dat ├── Grape_White_2.dat ├── apples.dat ├── array2d.png ├── array_cartoon.png ├── array_comprehension.png ├── bananas.dat ├── corpus │ ├── da.txt │ ├── en.txt │ ├── es.txt │ ├── fr.txt │ └── it.txt ├── data_flow.png ├── deep-neural-net.png ├── fruit-salad.png ├── input.txt ├── model_fitting.png ├── philip.jpg ├── shakespeare-0.75.jls ├── single-layer.png ├── single-neuron.png ├── what_is_model.png └── without_arrays.png └── draw_neural_net.jl /.gitignore: -------------------------------------------------------------------------------- 1 | .ipynb_checkpoints 2 | DS_* 3 | -------------------------------------------------------------------------------- /01. 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Learning with a single neuron.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aviks/mltraining/HEAD/04. Learning with a single neuron.ipynb -------------------------------------------------------------------------------- /04x. Intro to Flux.jl.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aviks/mltraining/HEAD/04x. Intro to Flux.jl.ipynb -------------------------------------------------------------------------------- /05. Learning with a single neuron using Flux.jl.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aviks/mltraining/HEAD/05. Learning with a single neuron using Flux.jl.ipynb -------------------------------------------------------------------------------- /05x. Intro to Neural Networks.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aviks/mltraining/HEAD/05x. Intro to Neural Networks.ipynb -------------------------------------------------------------------------------- /06. Using Flux to build a single layer neural net.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aviks/mltraining/HEAD/06. Using Flux to build a single layer neural net.ipynb -------------------------------------------------------------------------------- /06x. Intro to Deep Learning.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aviks/mltraining/HEAD/06x. Intro to Deep Learning.ipynb -------------------------------------------------------------------------------- /07 Multi-layer neural networks with Flux.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aviks/mltraining/HEAD/07 Multi-layer neural networks with Flux.ipynb -------------------------------------------------------------------------------- /08 MNIST Multi layer perceptron with Flux.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aviks/mltraining/HEAD/08 MNIST Multi layer perceptron with Flux.ipynb -------------------------------------------------------------------------------- /09. MNIST with Covolutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aviks/mltraining/HEAD/09. 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