Building an MLOps Culture in Your Team with Adam Sroka

Introduction

Building an MLOps Culture

What Makes a Good MLOps Culture?

MLOps - Reproducibility

Agile Is the Best Way to De-Risk the MLOps Culture

How to Shape the MLOps Culture?

MLOps - What's Your Current Tool Stack?

Build vs Buy?

MLOps Principles That Are Tool Agnostic?

How Long Should We Preserve Old Data?

Building an MLOps Framework, What Components Would You Prioritise?

Data Scientists or ML Developers - Do They Want to Learn More?

Deploy ML Models in an Agile Way?

How to Shape Our MLOps Culture to Only Focus on the Most Important Things That Solve Our Problem?

The Technical Aspect of a Solid MLOps Culture

Machine Learning Patterns - The First Touch or Four Piece?

What's the Most Cumbersome Part of the MLOps Task?

The Thinnest MLOps Layer Principle