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AWS Pi Day 2024 🚀

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)! 🎉

Pi Day 2024

What's Inside 📦

Notebooks 📓

  • 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. 🌐

  • 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. 🔍

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

Applications 🖥️

  • Resume_Screening_App - Streamline your recruitment process with a Streamlit application for effective résumé screening. 📂

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. 💬

Preview

  • FineTuning_Bedrock - Examples related to fine-tuning Bedrock models, including code for fine-tuning Meta Llama 2 for text summarization. 🛠️

Foundation Models 🏗️

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

Setup and Requirements 🧰

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 🗂️

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

Thank You 🙏

Thank You

Contributing ✨

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

Security 🔒

See more on security.

License 📜

Licensed under the MIT-0 License. View License.