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Prashant-4527/README.md

Prashant Sulaniya

AI / ML Engineer in the making

Python · Machine Learning · SQL · DSA

I build practical AI and data systems — from real-world data to models, APIs, databases, and deployable applications.

LinkedIn · GitHub


🚀 Featured Projects

End-to-end marketplace ML system with leak-safe feature engineering, model comparison, FastAPI, Streamlit, Docker, and CI/CD.

Python scikit-learn XGBoost FastAPI Docker

SQL analytics capstone on 50K real Mercari listings covering database design, business analysis, advanced SQL, and query optimization.

MySQL SQL CTEs Window Functions Query Optimization

Production-oriented ML pipeline over 5.8M US domestic flights with XGBoost, SHAP, FastAPI, Docker, GitHub Actions, and Streamlit.

Python XGBoost SHAP FastAPI Docker


🧰 Tech Stack

Languages: Python · SQL
ML / Data: NumPy · Pandas · scikit-learn · XGBoost · SHAP · Matplotlib · Seaborn
Backend / Deployment: FastAPI · Streamlit · Docker · GitHub Actions · Git
Databases: MySQL · Database Design · Query Optimization
Foundations: Linear Algebra · Calculus · Probability & Statistics · DSA

📚 Currently Learning

Deep Learning · Mathematics for ML · Advanced DSA · LLMs · Japanese

🌏 Direction

Building toward AI/ML engineering internships and production ML roles, with a strong interest in Japan's technology ecosystem.


GitHub Stats

Learn deeply · Build publicly · Keep improving 🚀

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  1. mercari-price-analysis mercari-price-analysis Public

    This project perfroms a complete exploratory analysis and feature engineering pass on 50k listings from the Mercari price suggestion challange. Key Findings:Price is severrly right-skwed, category …

    Jupyter Notebook 8

  2. japan-trade-intelligence japan-trade-intelligence Public

    Japan bilateral trade intelligence system — UN Comtrade data, 6-country comparison, HHI risk modeling, supply disruption scenarios, and forecast validation against real 2024-2025 outcomes. Built fo…

    Jupyter Notebook 8

  3. flight-delay-prediction flight-delay-prediction Public

    Predicting whether a US domestic flight will arrive 15+ minutes late — from raw DOT data to a served, containerized model.

    Jupyter Notebook 5

  4. mercari-price-prediction-system mercari-price-prediction-system Public

    End-to-end ML pipeline that prices secondhand marketplace listings from raw text and metadata — leak-safe feature engineering, a cross-validated model comparison, and a tested, containerized servin…

    Jupyter Notebook 3

  5. mercaridb-sql mercaridb-sql Public

    MercariDB Analytics normalizes and analyzes 50,000 real listings from the Kaggle Mercari Price Suggestion Challenge dataset — the actual product catalogue of Japan's largest C2C marketplace, not a …

    8

  6. niteshbairwa185-pixel/automobile-intelligent-system niteshbairwa185-pixel/automobile-intelligent-system Public

    Jupyter Notebook