Diamond_Price_Prediction v1.0.0 Release
We are excited to announce the first release of Diamond_Price_Prediction (Version 1.0.0). This release marks a significant milestone in our project and includes various features, enhancements, and improvements.
What's New
Data Ingestion and Transformation
We've introduced robust data ingestion and transformation components to preprocess the raw data efficiently. This ensures data quality and reliability in our predictive models.
Advanced Machine Learning Models
Our project now incorporates advanced machine learning models for diamond price prediction. These models offer improved accuracy and generalization.
Web Application
We are thrilled to present our web-based user interface for easy input and prediction of diamond prices. You can now interact with our model through a user-friendly web application.
Key Files and Components
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EDA.ipynb: Explore the data with our Exploratory Data Analysis notebook. Gain insights into the dataset's characteristics and relationships.
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Model Training.ipynb: Dive into our Jupyter notebook containing the code for training the advanced machine learning models. Understand how we've fine-tuned our predictive algorithms.
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src: The source code directory hosts Python modules responsible for data processing and machine learning. This is where the magic happens behind the scenes.
Usage
To harness the capabilities of this release, please consult the detailed usage instructions provided in the README.md file. It covers everything you need to get started with Diamond_Price_Prediction.
Installation
Setting up the project environment is a breeze. Install the required dependencies listed in the requirements.txt
file, and you'll be ready to experience our application.
Contribution
We welcome contributions from the community. Whether you'd like to enhance the project, fix issues, or collaborate, please don't hesitate to submit issues and pull requests. Your involvement is invaluable.
Feedback
We highly value your feedback. If you come across any issues, have suggestions, or wish to report a bug, we encourage you to open an issue in our repository. Your input helps us continue to improve.
About
Diamond_Price_Prediction is an open-source project designed to predict diamond prices based on various attributes. This release is a significant step towards making the application more accessible and user-friendly, aiming to benefit users like you.
We extend our gratitude for your support and contributions, which have played a vital role in the success of this project.
Enjoy predicting diamond prices with Diamond_Price_Prediction!
Release Notes
Release Date: October 15, 2023
Changelog
- Feature: Added a new customization feature, allowing users to tailor their profiles according to their preferences.
- Bug Fix: Resolved a critical bug that was causing crashes on application startup. The application now runs smoothly.
Installation
To install this release, you have several options:
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Using Git:
- Clone the repository with the following commands:
git clone https://github.com/Adi3042/Diamond_Price_Prediction.git cd Diamond_Price_Prediction git checkout v1.0.0
- Clone the repository with the following commands:
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Downloading the ZIP File:
- Go to the Releases Page.
- Download the source code as a ZIP file.
- Extract the ZIP archive to your preferred location.
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Using Package Managers:
- Follow the installation instructions provided in the project's README.md.
Thank you for being a part of our journey. We look forward to your feedback, contributions, and your use of Diamond-Price-Prediction!
Full Changelog: https://github.com/Adi3042/Diamond-Price-Prediction/commits/v0.2.0-alpha