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Saurabh Gupta's Projects

megatron-deepspeed icon megatron-deepspeed

Ongoing research training transformer language models at scale, including: BERT & GPT-2

ml-from-scratch icon ml-from-scratch

Bare bones Python implementations of various Machine Learning models and algorithms.

mleap icon mleap

MLeap: Deploy Spark Pipelines to Production

mleap-spark icon mleap-spark

An example of Spam Classification pipeline (trained in Spark) for scoring using Mleap

models icon models

Models and examples built with TensorFlow

mxnet icon mxnet

Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more

onn icon onn

Online Deep Learning: Learning Deep Neural Networks on the Fly / Non-linear Contextual Bandit Algorithm (ONN_THS)

oracle_cb icon oracle_cb

Experimentation for oracle based contextual bandit algorithms.

prml icon prml

PRML algorithms implemented in Python

pword2vec icon pword2vec

Parallelizing word2vec in shared and distributed memory

pystack icon pystack

A highly scalable distributed photo storage in Python

pytorch-qrnn icon pytorch-qrnn

PyTorch implementation of the Quasi-Recurrent Neural Network - up to 16 times faster than NVIDIA's cuDNN LSTM

ray icon ray

A fast and simple framework for building and running distributed applications.

recnn icon recnn

Reinforced Recommendation toolkit build around pytorch 1.4

reco-gym icon reco-gym

Code for reco-gym: A Reinforcement Learning Environment for the problem of Product Recommendation in Online Advertising

reslope icon reslope

residual loss prediction: reinforcement learning with no intermediate feedback

sagemaker-containers icon sagemaker-containers

This support code is used for making machine learning frameworks (e.g. MXNet, TensorFlow) run on Amazon SageMaker.

sasrec icon sasrec

SASRec: Self-Attentive Sequential Recommendation

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