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DeepPy: A Python Deep Learning Library
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rahulmohan/DeepPy
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DeepPy
======
DeepPy -- a Python Machine Learning Library focusing on Deep Learning
Done:
- Simple Perceptron + Kernel Perceptron Binary Classification
- TODO:
- Extend to multiclass
- Add more kernels
- Add examples
Todo:
- Multi-Layered Peceptron
- Backpropogation
- Genetic Algorithms
- DropOut Regularization
- Sparse Autoencoder
- Sparse Coding
- Stacked Autoencoders
- ICA
- ZCA
- Neural Network for Dimensionality Reduction
- Deep Learning using Support Vector Machines
- K-Nearest Neighbor Neural Network
- Denoising Autoencoders
- Softmax Regression
- Convolutional Neural Networks
- Recurrent Neural Network
- Hopfield Networks
- Restricted Boltzmann Machines
- Deep Boltzmann Machines
- Energy Based Models
- Kernel Methods for Feature Learning
- K-Means for Feature Learning
- Lazy Learning for Feature Learning
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