UK flag UK
+44 (0) 207 874 5000
+44 (0) 207 874 5000

Implement Generative AI engineering with Azure Databricks (DP-3028)

Course 8761

  • Duration: 1 day
  • Language: English
  • Level: Intermediate

This course covers generative AI engineering on Azure Databricks, using Spark to explore, fine-tune, evaluate, and integrate advanced language models. It teaches how to implement techniques like retrieval-augmented generation (RAG) and multi-stage reasoning, as well as how to fine-tune large language models for specific tasks and evaluate their performance. Students will also learn about responsible AI practices for deploying AI solutions and how to manage models in production using LLMOps (Large Language Model Operations) on Azure Databricks.

Azure Databricks Generative AI Course Delivery Methods

  • In-Person

  • Online

  • Upskill your whole team by bringing Private Team Training to your facility.

Azure Databricks Generative AI Course Information

In this course, you will:

  • Gain hands-on experience implementing Retrieval-Augmented Generation (RAG) and fine-tuning large language models (LLMs).
  • Explore multi-stage reasoning techniques using LangChain, LlamaIndex, Haystack, and DSPy.
  • Understand and apply LLMOps practices for model deployment, monitoring, and governance with MLflow and Unity Catalog.
  • Incorporate responsible AI principles, including risk mitigation and ethical considerations.
  • Build and operationalize generative AI solutions using Azure Databricks and Apache Spark.
  • Acquire in-demand generative AI skills in a focused, one-day training format.

Prerequisites

Before starting this module, you should be familiar with fundamental Azure Databricks concepts.

Azure Databricks Generative AI Course Outline

Get started with language models in Azure Databricks

  • Understand Generative AI
  • Understand Large Language Models (LLMs)
  • Identify key components of LLM applications
  • Use LLMs for Natural Language Processing (NLP) tasks
  • Exercise – Explore language models

Implement Retrieval Augmented Generation (RAG) with Azure Databricks

  • Explore the main concepts of a RAG workflow
  • Prepare your data for RAG
  • Find relevant data with vector search
  • Rerank your retrieved results
  • Exercise – Set up RAG

Implement multi-stage reasoning in Azure Databricks

  • What are multi-stage reasoning systems?
  • Explore LangChain
  • Explore LlamaIndex
  • Explore Haystack
  • Explore the DSPy framework
  • Exercise – Implement multi-stage reasoning with LangChain

Fine-tune language models with Azure Databricks

  • What is fine-tuning?
  • Prepare your data for fine-tuning
  • Fine-tune an Azure OpenAI model
  • Exercise – Fine-tune an Azure OpenAI model

Evaluate language models with Azure Databricks

  • Explore LLM evaluation
  • Evaluate LLMs and AI systems
  • Evaluate LLMs with standard metrics
  • Describe LLM-as-a-judge for evaluation
  • Exercise – Evaluate an Azure OpenAI model

Review responsible AI principles for language models in Azure Databricks

  • What is responsible AI?
  • Identify risks
  • Mitigate issues
  • Use key security tooling to protect your AI systems
  • Exercise – Implement responsible AI

Implement LLMOps in Azure Databricks

  • Transition from traditional MLOps to LLMOps
  • Understand model deployments
  • Describe MLflow deployment capabilities
  • Use Unity Catalog to manage models
  • Exercise – Implement LLMOps
Get This Course £835 For Team Prices Call: 44 (0) 207 874 5000

  • 1-Day Instructor-Led Training

  • Microsoft Official Content

  • Hands On Labs

  • After-Course Instructor-Coaching Included

#8761
  • Nov 10 2:00 PM - 9:30 PM GMT
    AnyWare
  • Dec 8 9:00 AM - 4:30 PM GMT
    AnyWare
  • Dec 15 2:00 PM - 9:30 PM GMT
    AnyWare
  • Jan 19 9:00 AM - 4:30 PM GMT
    AnyWare
  • Feb 9 2:00 PM - 9:30 PM GMT
    AnyWare
  • Mar 9 9:00 AM - 4:30 PM GMT
    AnyWare
  • Mar 23 1:00 PM - 8:30 PM GMT
    AnyWare
  • Apr 20 9:00 AM - 4:30 PM BST
    AnyWare
  • May 11 2:00 PM - 9:30 PM BST
    AnyWare
  • Jun 8 9:00 AM - 4:30 PM BST
    AnyWare
  • Jun 22 2:00 PM - 9:30 PM BST
    AnyWare
  • Jul 20 9:00 AM - 4:30 PM BST
    AnyWare
  • Aug 10 2:00 PM - 9:30 PM BST
    AnyWare
  • Sep 7 9:00 AM - 4:30 PM BST
    AnyWare
  • Sep 21 2:00 PM - 9:30 PM BST
    AnyWare

Scroll to view additional course dates

  • Bring this or any training to your organization

  • Full-scale program development

  • Delivered when, where, and how you want it

  • Blended learning models

  • Tailored content

  • Expert team coaching

#8761
Speak with a Learning Consultant
* Required Fields
Speak with a Learning Consultant

Fill out the form below or call 44 (0) 207 874 5000

* Required Fields

Need Help Finding The Right Training Solution?

Our training advisors are here for you.

Contact Us

Azure Databricks Generative AI Course FAQs

This course is ideal for AI Engineers, Data Scientists, and Machine Learning Engineers who want to design, build, and operationalize large language model (LLM) solutions using Azure Databricks.

Yes. Participants should have prior experience with Python, familiarity with machine learning concepts, and basic knowledge of Azure Databricks and Apache Spark.

Yes. The course includes practical labs where you’ll work directly in Azure Databricks to apply concepts like RAG, fine-tuning, and LLMOps to real-world scenarios.

This is a one-day, instructor-led training that blends lectures, demonstrations, and hands-on labs for an immersive learning experience.

Related Courses

  • Microsoft
    Design and Manage Analytics Solutions Using Power BI (PL-300)

    Learn best practices for Power BI with PL-300 Microsoft training. Align business and tech requirements.

    Intermediate
    3 days
    Online or In-class
    Starts from £1,870
  • Microsoft
    Microsoft Azure Data Fundamentals Training (DP-900)

    In the Microsoft Azure Data Fundamentals Training DP-900 course, you'll learn the fundamentals of database concepts and build foundational knowledge.

    Foundation
    1 day
    Online or In-class
    Starts from £835
  • Microsoft
    Build machine learning solutions using Azure Databricks (DP-3014)

    Unleash the power of machine learning with Azure Databricks training course. The course equips you with the skills to build, deploy, and manage machine learning models using this powerful cloud platform.

    Intermediate
    1 day
    Online or In-class
    Starts from £835
  • Microsoft
    Implement scalable database solutions using Azure SQL (DP-300)

    Learning Tree's DP-300 Certification training provides the knowledge to administer a SQL Server database infrastructure for cloud & hybrid relational databases.

    Intermediate
    4 days
    Online or In-class
    Starts from £2,415