{"product_id":"implement-generative-ai-engineering-with-azure-databricks-dp-3028","title":"Implement Generative AI Engineering with Azure Databricks (DP-3028)","description":"\u003cdiv\u003e\u003cp\u003eThis 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.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eImplement Generative AI Engineering with Azure Databricks (DP-3028) Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eIn this course, you will:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eGain hands-on experience implementing Retrieval-Augmented Generation (RAG) and fine-tuning large language models (LLMs).\u003c\/li\u003e\n\u003cli\u003eExplore multi-stage reasoning techniques using LangChain, LlamaIndex, Haystack, and DSPy.\u003c\/li\u003e\n\u003cli\u003eUnderstand and apply LLMOps practices for model deployment, monitoring, and governance with MLflow and Unity Catalog.\u003c\/li\u003e\n\u003cli\u003eIncorporate responsible AI principles, including risk mitigation and ethical considerations.\u003c\/li\u003e\n\u003cli\u003eBuild and operationalize generative AI solutions using Azure Databricks and Apache Spark.\u003c\/li\u003e\n\u003cli\u003eAcquire in-demand generative AI skills in a focused, one-day training format.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003ePrerequisites\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eBefore starting this module, you should be familiar with fundamental Azure Databricks concepts.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eAzure Databricks Generative AI Course Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eGet started with language models in Azure Databricks\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eUnderstand Generative AI\u003c\/li\u003e\n\u003cli\u003eUnderstand Large Language Models (LLMs)\u003c\/li\u003e\n\u003cli\u003eIdentify key components of LLM applications\u003c\/li\u003e\n\u003cli\u003eUse LLMs for Natural Language Processing (NLP) tasks\u003c\/li\u003e\n\u003cli\u003eExercise – Explore language models\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eImplement Retrieval Augmented Generation (RAG) with Azure Databricks\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eExplore the main concepts of a RAG workflow\u003c\/li\u003e\n\u003cli\u003ePrepare your data for RAG\u003c\/li\u003e\n\u003cli\u003eFind relevant data with vector search\u003c\/li\u003e\n\u003cli\u003eRerank your retrieved results\u003c\/li\u003e\n\u003cli\u003eExercise – Set up RAG\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eImplement multi-stage reasoning in Azure Databricks\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eWhat are multi-stage reasoning systems?\u003c\/li\u003e\n\u003cli\u003eExplore LangChain\u003c\/li\u003e\n\u003cli\u003eExplore LlamaIndex\u003c\/li\u003e\n\u003cli\u003eExplore Haystack\u003c\/li\u003e\n\u003cli\u003eExplore the DSPy framework\u003c\/li\u003e\n\u003cli\u003eExercise – Implement multi-stage reasoning with LangChain\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eFine-tune language models with Azure Databricks\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eWhat is fine-tuning?\u003c\/li\u003e\n\u003cli\u003ePrepare your data for fine-tuning\u003c\/li\u003e\n\u003cli\u003eFine-tune an Azure OpenAI model\u003c\/li\u003e\n\u003cli\u003eExercise – Fine-tune an Azure OpenAI model\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eEvaluate language models with Azure Databricks\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eExplore LLM evaluation\u003c\/li\u003e\n\u003cli\u003eEvaluate LLMs and AI systems\u003c\/li\u003e\n\u003cli\u003eEvaluate LLMs with standard metrics\u003c\/li\u003e\n\u003cli\u003eDescribe LLM-as-a-judge for evaluation\u003c\/li\u003e\n\u003cli\u003eExercise – Evaluate an Azure OpenAI model\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eReview responsible AI principles for language models in Azure Databricks\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eWhat is responsible AI?\u003c\/li\u003e\n\u003cli\u003eIdentify risks\u003c\/li\u003e\n\u003cli\u003eMitigate issues\u003c\/li\u003e\n\u003cli\u003eUse key security tooling to protect your AI systems\u003c\/li\u003e\n\u003cli\u003eExercise – Implement responsible AI\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eImplement LLMOps in Azure Databricks\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eTransition from traditional MLOps to LLMOps\u003c\/li\u003e\n\u003cli\u003eUnderstand model deployments\u003c\/li\u003e\n\u003cli\u003eDescribe MLflow deployment capabilities\u003c\/li\u003e\n\u003cli\u003eUse Unity Catalog to manage models\u003c\/li\u003e\n\u003cli\u003eExercise – Implement LLMOps\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Microsoft","offers":[{"title":"266A26CN \/ 2026-06-22T09:00:00 \/ Online","offer_id":47607559782619,"sku":"US-8761-IL","price":716.0,"currency_code":"USD","in_stock":true},{"title":"268C17US \/ 2026-08-10T09:00:00 \/ Online","offer_id":47607559815387,"sku":"US-8761-IL","price":716.0,"currency_code":"USD","in_stock":true},{"title":"269A32CN \/ 2026-09-21T09:00:00 \/ Online","offer_id":47618955182299,"sku":"US-8761-IL","price":716.0,"currency_code":"USD","in_stock":true},{"title":"26BA62US \/ 2026-11-09T09:00:00 \/ Online","offer_id":48216565842139,"sku":"US-8761-IL","price":716.0,"currency_code":"USD","in_stock":true},{"title":"26CA12CN \/ 2026-12-14T09:00:00 \/ 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