Final Delivery - Official Release

Release v2.0.0 Summary

• Backlog Management

  • Achieved 100% completion in the GitHub project backlog.

• Data Engineering

  • Integrated GitHub API for repository and user data retrieval.
  • Employed Google Drive API for external data storage.

• Recommendation Model Development

  • Performed Exploratory Data Analysis (EDA) and feature engineering.
  • Implemented data cleaning and text encoding.
  • Developed LightGBM Model and experimented with Cosine Similarity and Differentiating Repositories Model.
  • Developed Frontend to allow users to interact with the recommender.

• Chatbot System Design

  • Created a chatbot for exploring GitHub repositories with detailed insights.
  • Implemented management and initialization for OpenAI Assistant.
  • Established function calling and API interactions.
  • Designed Frontend to allow users to interact with the chatbot logic.

• MLOps

  • Created a testing framework covering Data Engineering, Storage, Chatbot, and Model validation.

• Workflow Automation

  • Implemented PR Gate Workflow for automated testing and code merge validation.

• Frontend Development

  • Developed a Streamlit application for the Repository Recommender Interface.
  • Created a Streamlit application for the Chatbot Interface.

• Libraries and Repository Design

  • Structured the repository for ease of navigation and collaboration.
  • Developed codecompasslib library for project operations.

• Code Release Strategy

  • Marked development milestones with versioned releases, with v2.0.0 as the official first release.

• Demonstration and Usage

  • Provided instructions for setup, cloning, environment setup, and dependency installations.
  • Demonstrated Recommender and Chatbot functionalities through Streamlit applications.