12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all

Learn how to design, develop, deploy and iterate on production-grade ML applications.

a simple machine learning system demo(cluster and predict on iris data), for ML study.

For demostrating how to apply workflow to machine learning system. Based on Dagster.

based on https://github.com/fanqingsong/machine_learning_system, refactor backend code by fastapi.

a simple machine learning system demo(cluster and predict on iris data), for ML study. Based on machine_learning_system_spark repo, add realtime learning features.

For demostrating how to apply workflow to machine learning system. Based on Ray.

For demostrating how to apply workflow to machine learning system. Based on Airflow.

For demostrating how to apply workflow to machine learning system. Based on Dask.

a simple machine learning system demo(cluster and predict on iris data), for ML study. Based on machine_learning_system repo, add new process for ml model service with celery and spark.