Artificial Intelligence and Machine Learning Courses

Microsoft DP-3028 - Implement Generative AI Engineering with Azure Databricks

  • Length 1 day
  • Price  NZD 995 exc GST
Course overview
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Why study this course

Generative Artificial Intelligence (AI) engineering with Azure Databricks uses the platform's capabilities to explore, fine-tune, evaluate, and integrate advanced language models. By using Apache Spark's scalability and Azure Databricks' collaborative environment, you can design complex AI systems.

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What you’ll learn

After completing this course, students will be able to:

  • Describe Large Language Models (LLMs)

  • Use LLMs for Natural Language Processing (NLP) tasks

  • Set up a RAG workflow

  • Improve model accuracy by reranking your search results

  • Identify the need for multi-stage reasoning systems

  • Implement multi-stage reasoning with libraries like LangChain, LlamaIndex, Haystack, and the DSPy framework

  • Understand when to use fine-tuning

  • Compare LLM and traditional ML evaluations

  • Describe the responsible AI principles for implementation of language models

  • Implement key security tooling for language models



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Microsoft Azure at Lumify Work

As part of Lumify Group, Lumify Work has skilled more people in Microsoft technologies than any other organisation in Australia and New Zealand. We have a campus in the Philippines, too. We offer the broadest range of instructor-led training courses, from end user to architect level.  We are proud to be the winner of the Microsoft MCT Superstars Award for FY24, which formally recognises us as having the highest quality Microsoft Certified Trainers in ANZ. 


Who is the course for?

  • Data Scientists


Course subjects

  • Get started with language models in Azure Databricks

  • Implement Retrieval Augmented Generation (RAG) with Azure Databricks

  • Implement multi-stage reasoning in Azure Databricks

  • Fine-tune language models with Azure Databricks

  • Evaluate language models with Azure Databricks

  • Review responsible AI principles for language models in Azure Databricks

  • Implement LLMOps in Azure Databricks


Prerequisites

  • You should be familiar with fundamental AI concepts and Azure Databricks.


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Terms & Conditions

The supply of this course by Lumify Work is governed by the booking terms and conditions. Please read the terms and conditions carefully before enrolling in this course, as enrolment in the course is conditional on acceptance of these terms and conditions.


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