Enhanced UI and API for Diamond Price Predictor

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📅 2024-04-15 — Session: Enhanced UI and API for Diamond Price Predictor

🕒 19:00–20:25
🏷️ Labels: Javascript, API, Ui Design, Mlflow, Swagger
📂 Project: Dev
⭐ Priority: MEDIUM

Session Goal: The session focused on enhancing the user interface and API functionalities of the Diamond Price Predictor application.

Key Activities:

  • Implemented a CSS Grid Layout for the UI, providing a structured and visually appealing design.
  • Updated the logic for model retraining and UI updates using JavaScript, ensuring seamless integration and error handling.
  • Developed a Flask endpoint to display MLflow model details dynamically using JavaScript, enhancing data visualization.
  • Troubleshot and resolved issues related to table display and API data fetching in JavaScript.
  • Updated Swagger documentation for the Diamond Price Prediction API, ensuring accurate and comprehensive API descriptions.
  • Enhanced the /get-model-info endpoint in MLflow for improved error handling and data retrieval.
  • Refactored JavaScript code for better organization and efficiency in the price prediction application.

Achievements:

  • Successfully implemented a dynamic and responsive UI layout.
  • Improved API documentation and functionality, leading to better user interaction and data management.

Pending Tasks:

  • Further testing and validation of the new UI and API features to ensure robustness and reliability.

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