Complete Amazon Bedrock In 2.5 Hours | Learn Generative AI on AWS with Python!

Описание: 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:
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https://github.com/SatadruMukherjee/D...

Code:
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https://github.com/SatadruMukherjee/D...

Time Stamp:
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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:
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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:
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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  

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