├── .gitignore ├── ESN_MNIST.pdf ├── Echo-State-Networks-master ├── .gitignore ├── ESN-definition.ipynb ├── ESN-usage-edits.ipynb ├── ESN-usage.ipynb ├── ESN-usage.py ├── ESN.py ├── ESN_distributed.py ├── MNIST-data-0 │ ├── t10k-images-idx3-ubyte.gz │ ├── t10k-labels-idx1-ubyte.gz │ ├── train-images-idx3-ubyte.gz │ └── train-labels-idx1-ubyte.gz ├── MNIST-data-1 │ ├── t10k-images-idx3-ubyte.gz │ ├── t10k-labels-idx1-ubyte.gz │ ├── train-images-idx3-ubyte.gz │ └── train-labels-idx1-ubyte.gz ├── MNIST-data-2 │ ├── t10k-images-idx3-ubyte.gz │ ├── t10k-labels-idx1-ubyte.gz │ ├── train-images-idx3-ubyte.gz │ └── train-labels-idx1-ubyte.gz ├── MNIST-data-3 │ ├── t10k-images-idx3-ubyte.gz │ ├── t10k-labels-idx1-ubyte.gz │ ├── train-images-idx3-ubyte.gz │ └── train-labels-idx1-ubyte.gz ├── MNIST_data │ ├── .train-images-idx3-ubyte.gz.icloud │ ├── t10k-images-idx3-ubyte.gz │ ├── t10k-labels-idx1-ubyte.gz │ └── train-labels-idx1-ubyte.gz ├── README.md ├── Training Rho and Alha.ipynb ├── Training Rho and Alha.py ├── checkpoints │ ├── checkpoint │ ├── events.out.tfevents.1556255682.mastiff │ ├── events.out.tfevents.1556255863.mastiff │ ├── events.out.tfevents.1556256163.mastiff │ ├── events.out.tfevents.1556256183.mastiff │ ├── graph.pbtxt │ ├── model.ckpt-0.data-00000-of-00001 │ ├── model.ckpt-0.index │ ├── model.ckpt-0.meta │ ├── model.ckpt-250.data-00000-of-00001 │ ├── model.ckpt-250.index │ └── model.ckpt-250.meta ├── hvd_tf_mnist.py ├── pics │ └── intersection.svg └── rotation.py ├── Parallel_Computing_Final_Project___ESN_Massively_Parallel.pdf ├── README.md ├── batch_size_versus_loss.PNG ├── deep_neural_network_parallel_bluegeneq.pdf └── reservoir_network.png /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hgrov52/Parallel-Reservoir-Computing-Network/HEAD/.gitignore -------------------------------------------------------------------------------- /ESN_MNIST.pdf: 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