AI Industry Training: Predictive & Prescriptive Maintenance

This industry training equips manufacturing professionals with the knowledge and skills to implement AI-driven predictive and prescriptive maintenance solutions using the Databricks Data Intelligence Platform. Participants will explore how to design a scalable Databricks architecture tailored to a real-world manufacturing challenge. Through practical demonstrations, they will learn to transition from traditional reactive maintenance strategies to AI-powered decision-making, by leveraging Databricks tools like Delta Lake, AutoML, and Generative AI to deliver actionable insights for modern industries.

Skill Level

Associate

Duration

1h 30m

Prerequisites

TBD

Self-Paced

Custom-fit learning paths for data, analytics, and AI roles and career paths through on-demand videos

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Registration options

Databricks has a delivery method for wherever you are on your learning journey

Self-Paced

Custom-fit learning paths for data, analytics, and AI roles and career paths through on-demand videos

Instructor-Led

Public and private courses taught by expert instructors across half-day to two-day courses

Blended Learning

Self-paced and weekly instructor-led sessions for every style of learner to optimize course completion and knowledge retention. Go to Subscriptions Catalog tab to purchase

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Skills@Scale

Comprehensive training offering for large scale customers that includes learning elements for every style of learning. Inquire with your account executive for details

Upcoming Public Classes

Generative AI Engineer

Get Started with AI Agents on Databricks

This course is an introduction to AI agents, their role in modern AI applications, and how to build AI agent applications on the Databricks platform. You'll learn about the principles of AI agents, how they differ from traditional AI systems, and explore their key components. Through interactive demos and hands-on labs, you'll see how to build, deploy, and evaluate AI agents on Databricks using Mosaic AI and Agent Bricks. By the end of this course, you'll understand how to create and deploy AI agents using the Databricks Data Intelligence Platform.

Free

Onboarding

Generative AI Engineer

AI Agent Fundamentals

This foundational course introduces AI agent and its use in enterprise applications on Databricks, including the Mosaic AI platform and Agent Bricks. Learners will examine what AI agent is, how they function, and how they mimic human reasoning to handle complex tasks.

The course covers real-world agent use cases and provides a basic introduction to advanced topics such as agentic workflows and multi-agent systems. It also explores how Agent Bricks simplifies the development of enterprise-ready agents across various applications, with demos showing how to build and use an agent on Databricks.

Free

1h 30m

Introductory

Apache Spark Developer

Monitoring and Optimizing Apache Spark Workloads on Databricks

This course explores the Lakehouse architecture and Medallion design for scalable data workflows, focusing on Unity Catalog for secure data governance, access control, and lineage tracking. The curriculum includes building reliable, ACID-compliant pipelines with Delta Lake. You'll examine Spark optimization techniques, such as partitioning, caching, and query tuning, and learn performance monitoring, troubleshooting, and best practices for efficient data engineering and analytics to address real-world challenges.

Note: Databricks Academy is transitioning from video lectures to a more streamlined PDF format with slides and notes for all self-paced courses. Please note that demo videos will still be available in their original format. We would love to hear your thoughts on this change, so please share your feedback through the course survey at the end. Thank you for being a part of our learning community!

Languages Available: English | 日本語 | 한국어

Free

Associate