Welcome to MLOps Case Study

This page collects MLOps case study to spread knowledge of MLOps. It might be help to Success your Machine Learning project!

This Page covers MLOps & ML Enginnering & Applied DataScience. They are bound up in each other.

MLOps article

• MLOps by GCP
• Machine Learning Glossary by Google
• Rules of Machine Learning: Best Practices for ML Engineering in Google’s best practices in machine learning.
• Linux Foundation AI
• The People + AI Guidebook was written to help user experience (UX) professionals and product managers follow a human-centered approach to AI.

Machine Learning Platfrom and OSS

• Introducing FBLearner Flow: Facebook’s AI backbone
• Meet Michelangelo: Uber’s Machine Learning Platform

Company Blog & Publication

• Amazon Science
• Google AI
• Etsy Data Science & Machine Learning

International Conference and Workshop of MLOps, MLEng and Applied DataScience

Academic industry track

• 2020
  • ECNLP 2 in WWW2020
• 2019
  • SIGIR eCom2019
• 2017
  • Reliable Machine Learning in the Wild in ICML 2017 Workshop
  • Workshop on ML Systems at NIPS 2017
• 2016
  • Reliable Machine Learning in the Wild in NIPS 2016 Workshop

Industry

• 2020
  • OpML20
  • Workshop on MLOps Systems in MLSys2020
  • MLSys2020
  • TWIMLcon
• 2019
  • Workshop on systems for ML at NeurIPS2019
  • MLOpsNYC
  • OpML19
  • Qcon.ai 2019
  • MLConf 2019 Sanfrancisco

Research paper

• What’s your ML test score? A rubric for ML production systems

Podcast

• twiml
• MLOps.community

Support or Contact

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