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This video is a technical deep dive course that gives you the conceptual fundamentals, practical advice, and hands-on guidance to pre-train, fine-tune, and deploy state-of-the-art foundation models on AWS and beyond. During this 2.5-hour deep dive, you will be introduced to the key techniques, services, and trends that will help you understand foundation models from the ground up. This means breaking down theory, mathematics, and abstract concepts combined with hands-on exercises to gain functional intuition for practical application. Throughout the course, we focus on a wide spectrum of progressively complex generative AI techniques, giving you a strong base to understand, design, and apply your own models for the best performance. Note: ===== https://github.com/SatadruMukherjee/D... Code: ====== https://github.com/SatadruMukherjee/D... Time Stamp: ============ 00:00:00 Introduction to Prompt Engineering & In-Context Learning 00:14:51 How Generative AI works 00:30:39 Inference Configuration Parameters 00:51:33 How To Use AWS Bedrock API in Boto3 01:06:33 Gentle Introduction to Embedding 01:13:35 Getting started with Amazon Titan Text Embeddings in Amazon Bedrock & Cosine Similarity 01:23:12 Semantic search with Pinecone 01:41:40 Amazon Titan Multimodal Embeddings in Action with Bedrock 02:02:54 Introduction to Retrieval Augmented Generation (RAG) 02:12:48 End To End RAG Using AWS Bedrock , Langchain & Pinecone Reference Links: =============== Pinecone : https://www.pinecone.io/ Cosine Similarity : • Cosine Similarity Explained With Examples ... Getting started with Amazon Titan Text Embeddings in Amazon Bedrock: https://aws.amazon.com/blogs/machine-... Amazon Titan Multimodal Embeddings: https://aws.amazon.com/blogs/aws/amaz... Retrieval Augmented Generation with Amazon Bedrock: https://github.com/aws-samples/amazon... Check this playlist for more Data Engineering related videos: • Demystifying Data Engineering with Cloud C... Apache Kafka form scratch • Apache Kafka for Python Developers Messaging Made Easy: AWS SQS Playlist • Messaging Made Easy: AWS SQS Playlist Snowflake Complete Course from scratch with End-to-End Project with in-depth explanation-- https://doc.clickup.com/37466271/d/h/... Explore our vlog channel: / @funwithourfam Your Queries - ============= amazon bedrock aws bedrock bedrock amazon bedrock tutorial aws bedrock tutorial aws bedrock demo aws bedrock ai amazon bedrock ai amazon bedrock demo what is amazon bedrock bedrock aws what is bedrock aws bedrock example aws bedrock chatbot aws bedrock workshop aws bedrock hands-on amazon bedrock example aws bedrock mini project bedrock vs openai amazon ai bedrock bedrock amazon ai aws bedrock service aws bedrock tutorials bedrock method amazon 🙏🙏🙏🙏🙏🙏🙏🙏 YOU JUST NEED TO DO 3 THINGS to support my channel LIKE SHARE & SUBSCRIBE TO MY YOUTUBE CHANNEL