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Nitish Shirish Keskar's Projects

big-bench icon big-bench

Beyond the Imitation Game collaborative benchmark for enormous language models

bigbatch icon bigbatch

Code used to generate the results appearing in "Train longer, generalize better: closing the generalization gap in large batch training of neural networks"

binarynet icon binarynet

Training Deep Neural Networks with Weights and Activations Constrained to +1 or -1

caffe icon caffe

Caffe: a fast open framework for deep learning.

cython icon cython

The most widely used Python to C compiler

decanlp icon decanlp

The Natural Language Decathlon: A Multitask Challenge for NLP

deeplearntoolbox icon deeplearntoolbox

Matlab/Octave toolbox for deep learning. Includes Deep Belief Nets, Stacked Autoencoders, Convolutional Neural Nets, Convolutional Autoencoders and vanilla Neural Nets. Each method has examples to get you started.

examples icon examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

finetune icon finetune

Scikit-learn style model finetuning for NLP

keras icon keras

Theano-based Deep Learning library (convnets, recurrent neural networks, and more).

large-batch-training icon large-batch-training

Code to reproduce some of the figures in the paper "On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima"

lasagne icon lasagne

Lightweight library to build and train neural networks in Theano

minsqn icon minsqn

Optimization using Stochastic quasi-Newton methods

nni icon nni

An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

nqn icon nqn

A Limited-Memory Quasi-Newton Algorithm for Bound-Constrained Nonsmooth Optimization

oba icon oba

A Second-Order Method for Convex L1-Regularized Optimization with Active-Set Prediction

otkpp icon otkpp

Automatically exported from code.google.com/p/otkpp

perfprof icon perfprof

Convenience function for plotting performance profiles in Python.

pytorch icon pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

recipes icon recipes

Lasagne recipes: examples, IPython notebooks, ...

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