Culture MLOps
Book · free download in French
Don't panic: Machine Learning is software and can be delivered like any other software.
Co-authored with Sofia Calcagno, Culture MLOps offers a pragmatic approach to putting Machine Learning products into production quickly and sustainably.
Download the book for freeTreating ML like software
Between high user expectations and production challenges, building a Machine Learning product often feels like an emotional roller coaster. Our MLOps approach brings together the best of craftsmanship, emergent architecture, Ops, agility, and Lean.
The book combines ideas, principles, and field experience around four goals:
- reaching production without getting lost in processes;
- making systems resilient, reproducible, and repairable;
- accelerating feedback loops;
- visualising work and quality to improve practices.
The authors
Sofia Calcagno and Emmanuel-Lin Toulemonde support teams designing, industrialising, and operating Machine Learning products. This book brings together lessons from their field experience.