DP-3028-A: Implement Generative AI engineering with Azure Databricks
The DP-3028-A: Implement Generative AI Engineering with Azure Databricks course is designed for data engineers, AI developers, and solution architects who aim to leverage the full potential of Generative AI within the Azure Databricks ecosystem. Participants will gain advanced expertise in designing, building, and deploying generative AI models and pipelines for enterprise-grade applications.
Through hands-on labs, real-world case studies, and advanced engineering techniques, learners will explore the integration of large language models (LLMs), natural language processing (NLP), and machine learning workflows within Databricks. The course emphasizes scalable, secure, and efficient AI solutions that drive business insights, automation, and innovation.
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.
Who Should Attend
Schedule Dates
Course Content
- 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
FAQs
This course is designed for data engineers and AI practitioners looking to build, deploy, and manage generative AI solutions. It specifically focuses on leveraging the Databricks Data Intelligence Platform to handle the full lifecycle of Large Language Models (LLMs), from data preparation to RAG (Retrieval-Augmented Generation) architectures.
Flexible Training Options to Meet Your Needs
We know the importance of flexibility in the success of learning and professional development. This is the reason CounselTrain provides a variety of delivery options for all IT training offered in the UAE to ensure access and convenience for each learner.
Online Instructor-Led Training
Learn from the comfort of your workplace or at home through live virtual sessions led by expert trainers.