├── .gitignore ├── 0-Perceptron-Gradient-Descent.ipynb ├── 1-Neural-Networks-Backpropagation.ipynb ├── 2-Convolutional-Neural-Networks.ipynb ├── README.md ├── figures ├── .DS_Store ├── .png ├── Figure-0-1_Iris-Data.png ├── Figure-0-2_Perceptron-Loss.png ├── Figure-0-2_Setosa-Versicolor-Petal.png ├── Figure-0-3_Perceptron-Activation.png ├── Figure-0-3_Perceptron-Loss-3D.png ├── Figure-0-4_Cross-Entropy-Loss.png ├── Figure-0-4_Perceptron-Loss-Gradinet-Descent-Path.png ├── Figure-0-5_Perceptron-Decision-Function.png ├── Figure-1-0_Not-Linaerly-Separable.png ├── Figure-1-1_Multi-Perceptron-Classification.png ├── Figure-1-2_Multi-Perceptron-Decision-Boundaries.png ├── Figure-1-3_Neural-Network-Hidden-Activations.png ├── Figure-1-4_Hand-Written-Digits.png ├── Figure-2-0_Fashion-MNIST.png ├── Figure-2-1_Edge-Detection-Kernels.png ├── Figure-2-2_Training-Stats.png ├── Figure-2-4_VGG16-Deep-Dream-Kernels.png └── Figure-2-4_VGG16-Deep-Dream-Layers.png ├── helpers ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-38.pyc │ └── plotting.cpython-38.pyc ├── deep_dream.py └── plotting.py ├── materials ├── .DS_Store └── images │ └── free-use │ ├── .DS_Store │ ├── ANN-Forward-Pass.png │ ├── Artificial-Neural-Network.png │ ├── Backpropagation.png │ ├── Convolutional-Neural-Network.png │ ├── Gradient-Descent.png │ ├── Human-Vision.jpg │ ├── Iris.jpg │ ├── Iris_data.png │ ├── Multilayer-Perceptron.png │ ├── Perceptron.png │ ├── Perceptron_neuron.png │ ├── Pooling-Kernels.png │ ├── Spatial-Convolution.png │ ├── Stride.png │ └── title_slide.png └── requirements.txt /.gitignore: -------------------------------------------------------------------------------- 1 | .ipynb_checkpoints/ 2 | -------------------------------------------------------------------------------- /0-Perceptron-Gradient-Descent.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/0-Perceptron-Gradient-Descent.ipynb -------------------------------------------------------------------------------- /1-Neural-Networks-Backpropagation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/1-Neural-Networks-Backpropagation.ipynb -------------------------------------------------------------------------------- /2-Convolutional-Neural-Networks.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/2-Convolutional-Neural-Networks.ipynb -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/README.md -------------------------------------------------------------------------------- /figures/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/.DS_Store -------------------------------------------------------------------------------- /figures/.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/.png -------------------------------------------------------------------------------- /figures/Figure-0-1_Iris-Data.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/Figure-0-1_Iris-Data.png -------------------------------------------------------------------------------- /figures/Figure-0-2_Perceptron-Loss.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/Figure-0-2_Perceptron-Loss.png -------------------------------------------------------------------------------- /figures/Figure-0-2_Setosa-Versicolor-Petal.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/Figure-0-2_Setosa-Versicolor-Petal.png -------------------------------------------------------------------------------- /figures/Figure-0-3_Perceptron-Activation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/Figure-0-3_Perceptron-Activation.png -------------------------------------------------------------------------------- /figures/Figure-0-3_Perceptron-Loss-3D.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/Figure-0-3_Perceptron-Loss-3D.png -------------------------------------------------------------------------------- /figures/Figure-0-4_Cross-Entropy-Loss.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/Figure-0-4_Cross-Entropy-Loss.png -------------------------------------------------------------------------------- /figures/Figure-0-4_Perceptron-Loss-Gradinet-Descent-Path.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/Figure-0-4_Perceptron-Loss-Gradinet-Descent-Path.png -------------------------------------------------------------------------------- /figures/Figure-0-5_Perceptron-Decision-Function.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/Figure-0-5_Perceptron-Decision-Function.png -------------------------------------------------------------------------------- /figures/Figure-1-0_Not-Linaerly-Separable.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/Figure-1-0_Not-Linaerly-Separable.png -------------------------------------------------------------------------------- /figures/Figure-1-1_Multi-Perceptron-Classification.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/Figure-1-1_Multi-Perceptron-Classification.png -------------------------------------------------------------------------------- /figures/Figure-1-2_Multi-Perceptron-Decision-Boundaries.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/Figure-1-2_Multi-Perceptron-Decision-Boundaries.png -------------------------------------------------------------------------------- /figures/Figure-1-3_Neural-Network-Hidden-Activations.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/Figure-1-3_Neural-Network-Hidden-Activations.png -------------------------------------------------------------------------------- /figures/Figure-1-4_Hand-Written-Digits.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/Figure-1-4_Hand-Written-Digits.png -------------------------------------------------------------------------------- /figures/Figure-2-0_Fashion-MNIST.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/Figure-2-0_Fashion-MNIST.png -------------------------------------------------------------------------------- /figures/Figure-2-1_Edge-Detection-Kernels.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/Figure-2-1_Edge-Detection-Kernels.png -------------------------------------------------------------------------------- /figures/Figure-2-2_Training-Stats.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/Figure-2-2_Training-Stats.png -------------------------------------------------------------------------------- /figures/Figure-2-4_VGG16-Deep-Dream-Kernels.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/Figure-2-4_VGG16-Deep-Dream-Kernels.png -------------------------------------------------------------------------------- /figures/Figure-2-4_VGG16-Deep-Dream-Layers.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/figures/Figure-2-4_VGG16-Deep-Dream-Layers.png -------------------------------------------------------------------------------- /helpers/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/helpers/__init__.py -------------------------------------------------------------------------------- /helpers/__pycache__/__init__.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/helpers/__pycache__/__init__.cpython-38.pyc -------------------------------------------------------------------------------- /helpers/__pycache__/plotting.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/helpers/__pycache__/plotting.cpython-38.pyc -------------------------------------------------------------------------------- /helpers/deep_dream.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/helpers/deep_dream.py -------------------------------------------------------------------------------- /helpers/plotting.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/helpers/plotting.py -------------------------------------------------------------------------------- /materials/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/materials/.DS_Store -------------------------------------------------------------------------------- /materials/images/free-use/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/materials/images/free-use/.DS_Store -------------------------------------------------------------------------------- /materials/images/free-use/ANN-Forward-Pass.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/materials/images/free-use/ANN-Forward-Pass.png -------------------------------------------------------------------------------- /materials/images/free-use/Artificial-Neural-Network.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/materials/images/free-use/Artificial-Neural-Network.png -------------------------------------------------------------------------------- /materials/images/free-use/Backpropagation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/materials/images/free-use/Backpropagation.png -------------------------------------------------------------------------------- /materials/images/free-use/Convolutional-Neural-Network.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/materials/images/free-use/Convolutional-Neural-Network.png -------------------------------------------------------------------------------- /materials/images/free-use/Gradient-Descent.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/materials/images/free-use/Gradient-Descent.png -------------------------------------------------------------------------------- /materials/images/free-use/Human-Vision.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/materials/images/free-use/Human-Vision.jpg -------------------------------------------------------------------------------- /materials/images/free-use/Iris.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/materials/images/free-use/Iris.jpg -------------------------------------------------------------------------------- /materials/images/free-use/Iris_data.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/materials/images/free-use/Iris_data.png -------------------------------------------------------------------------------- /materials/images/free-use/Multilayer-Perceptron.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/materials/images/free-use/Multilayer-Perceptron.png -------------------------------------------------------------------------------- /materials/images/free-use/Perceptron.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/materials/images/free-use/Perceptron.png -------------------------------------------------------------------------------- /materials/images/free-use/Perceptron_neuron.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/materials/images/free-use/Perceptron_neuron.png -------------------------------------------------------------------------------- /materials/images/free-use/Pooling-Kernels.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/materials/images/free-use/Pooling-Kernels.png -------------------------------------------------------------------------------- /materials/images/free-use/Spatial-Convolution.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/materials/images/free-use/Spatial-Convolution.png -------------------------------------------------------------------------------- /materials/images/free-use/Stride.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/materials/images/free-use/Stride.png -------------------------------------------------------------------------------- /materials/images/free-use/title_slide.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/materials/images/free-use/title_slide.png -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/athms/deep-learning-basics/HEAD/requirements.txt --------------------------------------------------------------------------------