/CS8803_MLSystem_PaperReview

Weekly paper review for CS8803 Machine Learning System

Paper Review Listing

Week 1 Big Ideas in ML/System

  1. Hidden Technical Debt in Machine Learning Systems (NeurIPS'15)
  2. TFX: A TensorFlow-Based Production-Scale Machine Learning Platform (KDD'17)
  3. Towards Unified Data and Lifecycle Management for Deep Learning (ICDE'17)

Week 2 Big Ideas in ML/System

  1. A Few Useful Things to Know About Machine Learning
  2. Principles of Computer System Design
  3. SysML: The New Frontier of Machine Learning Systems
  4. A Berkeley Views of Systems Challenges for AI

Week3 ML System

  1. TensorFlow: A System for Large-Scale Machine Learning
  2. PyTorch: AnImperativeStyle,High-Performance DeepLearningLibrary

Week4 ML System

  1. Mxnet: A flexible and efficient machine learning library for heterogeneous distributed systems
  2. Ray: A Distributed Framework for Emerging AI Applications

Week5 ML Serving System

  1. Clipper:ALow-LatencyOnlinePredictionServingSystem
  2. [InferLine: Prediction Pipeline Provisioning and Management for Tight Latency Objectives]