Dive-Into-Machine-Learning-System

This is a repository collecting the learning materials for machine learning system (Research & Development), including

• Course
• Survey
• Paper
• [Conference List](##Conference/Journal List)

Course

• UCB AI-Sys Spring 2019 / Fall 2019 offers a paper list of serveral topics of mlsys
• CMU 15-884 mlsys spring 2021

Survey

Deep Learning Compiler

• [20'Arxiv] The Deep Learning Compiler: A Comprehensive Survey

Paper

Deep Learning Compiler

• [20'Arxiv] MLIR: A Compiler Infrastructure for the End of Moore’s Law

• [18'OSDI] TVM: An Automated End-to-End Optimizing Compiler for Deep Learning

Model Training

• [16'Arxiv] Training Deep Nets with Sublinear Memory Cost

Model Serving

• [17'Arxiv] TensorFlow-Serving: Flexible, High-Performance ML Serving

Machine Learning System in Production

• [18'HPCA] Applied machine learning at facebook: A datacenter infrastructure perspective
• [17'KDD] TFX: A TensorFlow-Based Production-Scale Machine Learning Platform

Graph Neural Network System

• [20'SC] FeatGraph- A Flexible and Efficient Backend for Graph Neural Network Systems

Conference/Journal List

• OSDI
• SOSP
• MLsys