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Building Deep Learning Models on Databricks

Learn to build, train, and deploy deep learning models on Databricks. This course will teach you to leverage distributed computing, MLflow experiment tracking, and the Databricks Model Registry to operationalize neural networks at scale.

Intermediate
1h 24m

Created by Yasir Khan

Last Updated May 18, 2026

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  • Course

Building Deep Learning Models on Databricks

Learn to build, train, and deploy deep learning models on Databricks. This course will teach you to leverage distributed computing, MLflow experiment tracking, and the Databricks Model Registry to operationalize neural networks at scale.

Intermediate
1h 24m

Created by Yasir Khan

Last Updated May 18, 2026

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  • AI
What you'll learn

Scaling deep learning workflows is one of the biggest challenges facing AI engineers today.

In this course, Building Deep Learning Models on Databricks, you'll gain the ability to design, train, and deploy production-grade neural networks using Databricks' unified analytics platform.

First, you'll explore the Databricks environment and learn how to configure clusters for distributed deep learning with PyTorch.

Next, you'll discover how to track experiments systematically using MLflow, and how to optimize model performance at scale.

Finally, you'll learn how to register, version, and serve models through the Databricks Model Registry for real-world deployment.

When you're finished with this course, you'll have the skills and knowledge of distributed deep learning on Databricks needed to confidently move models from notebook to production.

Building Deep Learning Models on Databricks
Intermediate
1h 24m
Table of contents

About the author
Yasir Khan - Pluralsight course - Building Deep Learning Models on Databricks
Yasir Khan
32 courses 0.0 author rating 0 ratings

Dr. Yasir Khan is a global tech consultant and 38Labs founder. He's passionate about digital transformation, data & AI, and regularly shares technology insights on Pluralsight.

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