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aws-piday2024's Introduction

AWS Pi Day 2024 ๐Ÿš€

Welcome to the AWS Pi Day 2024 repository, where you can explore various applications and examples using Amazon Bedrock, fine-tuning, and Retrieval-Augmented Generation (RAG)! ๐ŸŽ‰

Pi Day 2024

What's Inside ๐Ÿ“ฆ

Notebooks ๐Ÿ““

  • Getting_started.ipynb - An introduction to Amazon Bedrock and its usage with the Python SDK and UI. Discover the serverless experience and how to integrate foundation models (FMs) using AWS tools. ๐ŸŒ

  • Bedrock_KB.ipynb - A deep dive into building a Q&A application using the Knowledge Bases for Amazon Bedrock - Retrieve API. Learn to connect to your data for enhanced, context-aware responses from Anthropic Claude V2. ๐Ÿ”

  • Vectors_RAG_Aurora.ipynb - Explore the basics of vector embeddings and the use of Amazon Aurora as a vector store on AWS with Bedrock. ๐Ÿ“Š

Applications ๐Ÿ–ฅ๏ธ

  • Resume_Screening_App - Streamline your recruitment process with a Streamlit application for effective rรฉsumรฉ screening. ๐Ÿ“‚

Preview

  • Bedrock_Claude_Chat - An end-to-end sample chatbot using the Anthropic company's LLM Claude, one of the foundational models provided by Amazon Bedrock for generative AI. ๐Ÿ’ฌ

Preview

  • FineTuning_Bedrock - Examples related to fine-tuning Bedrock models, including code for fine-tuning Meta Llama 2 for text summarization. ๐Ÿ› ๏ธ

Foundation Models ๐Ÿ—๏ธ

Amazon Bedrock supports a range of industry-leading foundation models. Choose the model that best suits your unique goals and begin innovating. ๐ŸŽฏ

Setup and Requirements ๐Ÿงฐ

To get started:

  1. Clone this repository.
  2. Install the dependencies listed in requirements.txt.
  3. Explore the notebooks and applications provided.

For detailed setup, refer to each example and application's specific documentation.

Repository Structure ๐Ÿ—‚๏ธ

Here's a quick overview of what you'll find in this repository:

Thank You ๐Ÿ™

Thank You

Contributing โœจ

Contributions are what make the open-source community such an amazing place to learn, inspire, and create. Any contributions

Security ๐Ÿ”’

See more on security.

License ๐Ÿ“œ

Licensed under the MIT-0 License. View License.

aws-piday2024's People

Contributors

debnsuma avatar

Forkers

kel2793

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