Tag: Rag

Retrieval Augmented Generation (RAG) with Azure AI Search


Free Download Retrieval Augmented Generation (RAG) with Azure AI Search
Released 9/2024
MP4 | Video: h264, 1280×720 | Audio: AAC, 44.1 KHz, 2 Ch
Level: Beginner | Genre: eLearning | Language: English + subtitle | Duration: 29m | Size: 98 MB
Discover the power of Azure AI Search. This course will teach you how to implement Retrieval Augmented Generation (RAG) for advanced search and generative AI applications using real-world data.

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Deploying and Maintaining RAG Systems


Free Download Deploying and Maintaining RAG Systems
Published 8/2024
MP4 | Video: h264, 1920×1080 | Audio: AAC, 48 KHz
Language: English | Size: 54.44 MB | Duration: 20m 33s
Retrieval Augmented Generation (RAG) is a powerful generative AI application pattern that generates relevant and contextually appropriate responses. This course will teach you to effectively build, deploy, and manage an end-to-end RAG system.

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Improving Retrieval with RAG Fine-tuning


Free Download Improving Retrieval with RAG Fine-tuning
Published 8/2024
MP4 | Video: h264, 1920×1080 | Audio: AAC, 48 KHz
Language: English | Size: 75.50 MB | Duration: 20m 9s
Learn effective ways to adapt and optimize RAG models. This course will teach techniques for Fine-tuning RAG models using different methods, such as task-specific, domain adaptation, and multi-task fine-tuning.

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Hands-On AI RAG using LlamaIndex


Free Download Hands-On AI RAG using LlamaIndex
Released 8/2024
MP4 | Video: h264, 1280×720 | Audio: AAC, 44.1 KHz, 2 Ch
Skill Level: Advanced | Genre: eLearning | Language: English + srt | Duration: 6h 25m | Size: 1.21 GB
This course offers a deep dive into the principles and applications of retrieval-augmented generation (RAG), with a focus on the innovative LlamaIndex system. Explore how RAG enhances machine learning models by integrating external knowledge sources for more informed and accurate outputs. Instructor Harpreet Sahota covers the architecture of retrieval systems, the mechanics of indexing vast datasets, and the integration of LlamaIndex with AI models.

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Building RAG Solutions with Azure AI Studio


Free Download Building RAG Solutions with Azure AI Studio
Released: 07/2024
Duration: 1h 24m | .MP4 1280×720, 30 fps(r) | AAC, 48000 Hz, 2ch | 165 MB
Level: Intermediate | Genre: eLearning | Language: English
This in-depth course is crafted to empower you with the proficiency to effectively leverage Azure AI Studio for the creation of retrieval-augmented generation (RAG) solutions. The course begins with a systematic walkthrough of the process involved in creating a RAG solution and the fundamentals and principles of RAG, diving into the prerequisites for crafting a RAG solution in Azure AI Studio. This hands-on course with instructor Ziggy Zulueta offers demonstrations on importing and vectorizing data, and integrating this data into a deployed model, showing the process of customizing the default solution using the prompt flow feature. The course wraps up with a guide on testing and evaluating the solution, along with a practical session on testing the REST API endpoints in Postman and using the endpoint in Microsoft Teams through Copilot Studio.

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