Machine Learning Logistics - Model Management in the Real World

MLOps
  • O’Reilly book by Ted Dunning and Ellen Friedman
  • The book is free, because they are hoping it will serve as good marketing material for MapR Convergent Data Platform.
  • Focuses on the larger issue of “Machine Learning is more than just developing a model and getting it into production.”
  • Talks about the need for a holistic approach to the cross-cutting concerns of ML that we will call “machine learning logistics” and “model management.”
  • Talks about the whole system from start to finish
  • The book may be a bit dated, as it was published in 2017.
  • The book itself provides useful content. It’s not just marketing material. Every now and then, you see “tools like MapR Convergent Data Platform”, etc.