MLOps Patterns

General Patterns

1. ML product lifecycle patterns

   
2. ML design patterns book repo

   

   
3. MLOPS Design Patterns

4. Awesome MLOps

Visenger

TOC

1. MLOps Roadmap

2. Google’s Practitioners Guide to MLOps: A framework for continuous delivery and automation of machine learning

3. State of MLOps

   

   Template
4. Easy mlops with pycaret and mlflow

5. Challenges and solutions by iguazio

Iguazio

1. Stanford CS329 - CS 329S: Machine Learning Systems Design - the course goes in-depth about how ML systems are built, and how to debug, root cause, monitor, etc.

2. Metaflow, medium 1 (high level review), 2 (schema), 3, **4 (amazing), 5 (extra), 6 (loading and storing data docs!)

3. HyperparameterHunter, Hyperopt, mlflow, unit test, concept drifts, using python and kafka

Patterns in Practice

1. An MLOps End-to-End system, i.e., "You dont need a bigger boat", using MetaFlow, Snowflake, DBT, Prefect, Great Expectations, Weights & Biases, Sagemaker, Lambda

2. A simplistic E2E system - Snowflake, DBT, S3, CometML, Reclist, SageMaker.