Machine Learning Tool Landscape

• https://huyenchip.com/2020/06/22/mlops.html

Stages

• [ML Production Flow](ML Production Flow.md)
• 
• Pre Alex Net (pre-2012)
  • Mostly modeling and training, small frameworks
• (2012-2015)
  • Let’s throw data at it
  • Data Pipeline
  • 
• (2016-now)
  • Production
  • Most companies cant’ afford pure research
  • Serving tools

Problems

• [Problems facing MLOps](Problems facing MLOps.md)
•