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amazon-sagemaker-examples

Example notebooks that show how to apply machine learning and deep learning in Amazon SageMaker

awesome-distributed-systems

A curated list to learn about distributed systems

banditml

A lightweight & open source framework for personalization https://www.banditml.com

bear

Code for Stabilizing Off-Policy RL via Bootstrapping Error Reduction

deep-learning-containers

AWS Deep Learning Containers (DLCs) are a set of Docker images for training and serving models in TensorFlow, TensorFlow 2, PyTorch, and MXNet.

dmlc-core

A common bricks library for building scalable and portable distributed machine learning.

easytrade

A clone of the popular stock-trading app Robinhood, allowing for the simulation of trades for all stocks listed on the NASDAQ and NYSE exchanges, using real-time market data

keras-fcn

Keras-tensorflow implementation of Fully Convolutional Networks for Semantic Segmentation（Unfinished）

machine-learning-systems-design

A booklet on machine learning systems design with exercises

mxnet

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

pillow

The friendly PIL fork (Python Imaging Library)

prml

PRML algorithms implemented in Python

rabit

Reliable Allreduce and Broadcast Interface for distributed machine learning

ray

A system for parallel and distributed Python that unifies the ML ecosystem.

recnn

Reinforced Recommendation toolkit build around pytorch 1.4

reco-gym

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

rl-cache

sagemaker-python-sdk

A library for training and deploying machine learning models on Amazon SageMaker

sagemaker-rl-container

A set of dockerfiles that provide Reinforcement Learning solutions for use in SageMaker.

sagemaker-rl-procgen-ray

sagemaker-spark

A Spark library for Amazon SageMaker.

sagemaker-tensorflow-training-toolkit

Toolkit for running TensorFlow training scripts on SageMaker. Dockerfiles used for building SageMaker TensorFlow Containers are at https://github.com/aws/deep-learning-containers.

tinygbt

A Tiny, Pure Python implementation of Gradient Boosted Trees.

xgboost

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Flink and DataFlow

xgboost_ray

Distributed XGBoost on Ray