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dswithmohit/README.md

Mohit

B.Tech CSE (Data Science) · MIT Bengaluru · 3rd Year

Building end-to-end systems in data science and machine learning .


Selected Projects

SAR Flood Detection System
Geospatial Random Forest classifier on Sentinel-1 SAR data (91% F1). Full preprocessing pipeline + Streamlit deployment.

Dynamic Pricing Engine
XGBoost demand forecasting + elasticity-based price optimization with bootstrapped A/B simulation (+10.8% uplift).

E-commerce Recommendation Engine
Hybrid recommender (TF-IDF + BERT + ALS) with proper de-biasing and statistical evaluation.

Markowitz Portfolio Optimizer
Monte Carlo simulation + mean-variance optimization to construct the efficient frontier.

Skills


LinkedIn  ·  Kaggle  ·  Portfolio  ·  LeetCode

Popular repositories Loading

  1. Dynamic-pricing-engine Dynamic-pricing-engine Public

    Dynamic pricing engine using XGBoost, price elasticity modeling, and A/B testing to optimize revenue, with a Streamlit dashboard.

    Jupyter Notebook 1

  2. telco-customer-churn-eda telco-customer-churn-eda Public

    EDA project analyzing customer churn using visualizations

    Jupyter Notebook

  3. etl_yfinance_to_mysql.py etl_yfinance_to_mysql.py Public

    Python

  4. portfolio-optimization-markowitz portfolio-optimization-markowitz Public

    Portfolio optimization using Modern Portfolio Theory with Python

    Jupyter Notebook

  5. ecommerce-recsys ecommerce-recsys Public

    Hybrid E-Commerce Recommendation System using TF-IDF, ALS Collaborative Filtering, and Offline Ranking Evaluation

    Jupyter Notebook

  6. crypto-trader-sentiment-analysis crypto-trader-sentiment-analysis Public

    Analyzing how crypto market sentiment (Fear vs Greed) impacts trader performance using Hyperliquid trade data.

    Jupyter Notebook