MLOps Patterns

General Patterns

1. ML product lifecycle patterns

2. ML design patterns book repo

3. Awesome MLOps

Visenger

1. MLOps Roadmap

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

3. State of MLOps

4. Easy mlops with pycaret and mlflow

5. Challenges and solutions by iguazio

Iguazio

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

2. 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.