{"id":18310745,"url":"https://github.com/omkaarr1/size_chart_generator","last_synced_at":"2026-02-03T02:03:22.596Z","repository":{"id":254721876,"uuid":"847316601","full_name":"Omkaarr1/Size_Chart_Generator","owner":"Omkaarr1","description":"AI-Powered Size Chart Generator! 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Our project is designed to revolutionize the online shopping experience by providing accurate and personalized size recommendations, reducing return rates, and enhancing customer satisfaction.\n\n## 🚀 Project Overview\n\nIn the world of e-commerce, finding the perfect fit is crucial. Our AI-powered solution leverages machine learning to predict the best size for each customer based on their unique measurements. The project is a collaboration of three passionate final-year students, working together to make online shopping smarter.\n\n### 👥 Team Members:\n- **Kashish Raghuwanshi** - Deployment Specialist\n- **Omkar** - Data Enthusiast \u0026 Model Creator\n- **Prakhar Gupta** - API Developer \u0026 Model Integrator\n\n## 🛠️ Technologies Used\n\n- **Programming Language**: Python 🐍\n- **Data Handling**: NumPy, Pandas 📊\n- **Machine Learning**: Scikit-learn, KMeans, GradientBoostingRegressor 🤖\n- **Model Management**: Joblib 🧠\n- **API Development**: FastAPI, Pydantic 🌐\n- **Server**: Uvicorn 🚀\n- **Version Control**: Git 🧾\n- **Documentation**: Swagger UI 📜\n- **Environment**: Virtual Environment (venv) 🌍\n- **IDE/Code Editor**: VS Code, PyCharm 💻\n- **Optional**: Jupyter Notebooks 📓\n\n## 🛠️ Features\n\n- **Real-Time Size Predictions**: Get instant size recommendations tailored to individual body measurements.\n- **API-Driven Architecture**: Seamlessly integrates with any e-commerce platform via a robust API.\n- **Machine Learning Magic**: Advanced ML algorithms ensure the highest accuracy in size prediction.\n\n## 🚧 How It Works\n\n1. **Data Collection \u0026 Preprocessing**: We start by gathering customer data and cleaning it for analysis.\n2. **Model Training**: Our model is trained using Scikit-learn's powerful algorithms, ensuring it learns from every piece of data.\n3. **API Integration**: The trained model is integrated into a FastAPI-powered backend, making it accessible to e-commerce platforms.\n4. **Real-Time Predictions**: Customers receive size recommendations in real-time, enhancing their shopping experience.\n\n## 🛠️ Setup \u0026 Installation\n\nFollow these steps to get the project up and running:\n\n1. **Clone the Repository**:\n    ```bash\n    git clone https://github.com/Omkaarr1/ai-powered-size-chart-generator.git\n    cd ai-powered-size-chart-generator\n    ```\n\n2. **Create a Virtual Environment**:\n    ```bash\n    python3 -m venv venv\n    source venv/bin/activate  # On Windows: venv\\Scripts\\activate\n    ```\n\n3. **Install Dependencies**:\n    ```bash\n    pip install -r requirements.txt\n    ```\n\n4. **Run the API**:\n    ```bash\n    uvicorn main:app --reload\n    ```\n\n5. **Access Swagger UI**:\n   Visit `http://127.0.0.1:8000/docs` to explore the API and test endpoints.\n\n## 🎉 Get Involved\n\nFeel free to explore, raise issues, and contribute to our project. Whether you're a developer, designer, or just someone interested in AI, we'd love to hear your thoughts!\n\n## ✨ Future Work\n\n- **Enhanced Personalization**: Incorporating more personalized data like shopping habits for even better recommendations.\n- **Augmented Reality Integration**: Allowing customers to virtually try on clothes before purchasing.\n- **Global Size Standardization**: Automatically converting sizes between different international standards.\n\n## 📫 Contact Us\n\nHave any questions or feedback? Reach out to us via GitHub or at our emails below:\n\n- **Kashish Raghuwanshi** - [rkashish0406@gmail.com](mailto:rkashish0406@gmail.com)\n- **Omkar** - [omkargupta702@gmail.com](mailto:omkargupta702@gmail.com)\n- **Prakhar Gupta** - [prakhargupta0607@gmail.com](mailto:prakhargupta0607@gmail.com)\n\n---\n\n_“Code is like humor. When you have to explain it, it’s bad.” – Cory House_\n\n---\n\n**Let's build the future of online shopping, one line of code at a time!** 🚀\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fomkaarr1%2Fsize_chart_generator","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fomkaarr1%2Fsize_chart_generator","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fomkaarr1%2Fsize_chart_generator/lists"}