Free Online ML Pipelines Courses & MOOCs

Coursera

DeepLearning.AI

Introduction to Machine Learning in Production (Coursera)

Data Science

Dive into the world of production-ready machine learning with our comprehensive 'Introduction to Machine Learning in Production' course. This foundational program will guide you through every step of turning your models into robust systems that can handle the demands of a live environment. From scoping projects and understanding data needs, to modeling strategies and deployment constraints, this course sets the stage for building reliable ML applications.

Jun 8th 2026

3 Weeks

ML Data Machine Learning

Coursera

Duke University

Databricks to Local LLMs (Coursera)

Data Science

Unlock the full potential of your data projects by mastering Databricks for advanced data engineering and analytics tasks. Dive into deploying and running local Large Language Models (LLMs) like Mixtral, Hugging Face's Candle, and Mozilla's llamafile. This course is designed to provide you with a deep understanding of both powerful data science tools and the latest advancements in AI models.

Jun 8th 2026

4 Weeks

ML Artificial Intelligence Machine Learning

Coursera

IBM

Machine Learning with Apache Spark (Coursera)

Data Science

Embark on a journey into the realm of machine learning with 'Machine Learning with Apache Spark' from IBM. This course is designed to equip learners with essential ML concepts before delving into the advanced capabilities of Apache Spark, enabling them to create and implement powerful machine learning models in real-world data engineering scenarios.

Jun 1st 2026

4 Weeks

ML Machine Learning Apache Spark

Coursera

Google Cloud

ML Pipelines on Google Cloud (Coursera)

Data Science

Dive into the world of machine learning with 'ML Pipelines on Google Cloud' – a course designed to equip you with the skills needed to build, manage, and automate complex ML workflows. Learn from experienced trainers at Google Cloud as they guide you through the creation of robust pipelines using TFX, TensorFlow's production platform.

Jan 13th 2025

4 Weeks

ML Machine Learning Google Cloud

Coursera

DeepLearning.AI,AWS

Build, Train, and Deploy ML Pipelines using BERT (Coursera)

Data Science

Dive into the world of Natural Language Processing (NLP) with our specialized course on Building, Training, and Deploying ML Pipelines using BERT. This course is designed for data scientists and enthusiasts looking to harness the capabilities of Amazon SageMaker and Hugging Face's BERT algorithm to automate complex tasks and create efficient machine learning pipelines.

Mar 25th 2024

3 Weeks

Debugging Machine Learning Artifacts

Coursera

DeepLearning.AI,AWS

Optimize ML Models and Deploy Human-in-the-Loop Pipelines (Coursera)

Data Science

Dive into the world of advanced machine learning optimization and deployment with our 'Optimize ML Models and Deploy Human-in-the-Loop Pipelines' course. This course is designed for data scientists and practitioners looking to refine their models, improve prediction performance, and streamline the deployment process. By leveraging Amazon SageMaker's powerful tools, you'll learn how to automate model tuning, conduct A/B testing of model candidates, and scale successful models in real-time.

Mar 18th 2024

3 Weeks

A/B Testing Coursera Plus Model Deployment