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aniruddhapal/README.md

Hi, I'm Aniruddha Pal πŸ‘‹

Business Analytics | Machine Learning | Predictive Analytics | Python

I build analytics and machine learning solutions that help organizations make better business decisions.

With 15+ years of business experience across Corporate Sales, Business Development, Operations, and Stakeholder Management, I combine domain expertise with modern analytics to solve real-world business problems.

Business Experience + Analytics + Machine Learning = Better Decisions


πŸš€ What I Build

  • πŸ€– Predictive Machine Learning Models
  • πŸ“Š Business Intelligence Dashboards
  • πŸ“ˆ Customer & Business Analytics
  • 🎯 Recommendation Systems
  • πŸ“‰ Forecasting & Classification Models
  • 🧠 Explainable AI (SHAP)
  • βš™οΈ End-to-End Data Science Solutions

πŸ›  Tech Stack

πŸ“Š Analytics & Business Intelligence

  • Power BI
  • SQL
  • Excel
  • Dashboard Design
  • Data Visualization

🐍 Programming

  • Python
  • Pandas
  • Polars
  • NumPy

πŸ€– Machine Learning

  • Scikit-learn
  • LightGBM
  • XGBoost
  • Optuna
  • SHAP
  • Feature Engineering
  • Cross Validation
  • Predictive Modeling

πŸš€ Deployment

  • Streamlit
  • Flask
  • Git
  • GitHub

🌟 Featured Projects

🏦 Loan Default Prediction (Production Version)

Production-ready machine learning solution for predicting loan default risk using LightGBM, feature engineering, cross-validation, and Explainable AI (SHAP).

Highlights

  • End-to-End Machine Learning Pipeline
  • Production-quality Notebook
  • Feature Engineering
  • Explainable AI (SHAP)
  • Cross Validation
  • ROC-AUC: 0.8245
  • Business-focused Insights & Recommendations

Tech Stack

Python LightGBM Polars SHAP Optuna Scikit-learn

πŸ”— Repository

https://github.com/aniruddhapal/Loan-Default-Prediction-Production-version


πŸ“Š Telangana State Growth & Sector Analysis Dashboard

Interactive Power BI dashboard built using Telangana Government open data to evaluate regional growth and sector-wise development.

Business Value

  • District Growth Analysis
  • Sector Comparison
  • Regional Development Insights
  • Executive Dashboard

Tech Stack

Power BI Excel Data Visualization

πŸ”— Repository

https://github.com/aniruddhapal/Telangana-State-Growth-Sector-Analysis-Dashboard


πŸŽ“ Student Performance Analytics Dashboard

Interactive analytics dashboard developed to monitor academic performance and identify students requiring early intervention.

Business Value

  • Performance Tracking
  • KPI Monitoring
  • Student Segmentation
  • Educational Analytics

πŸ”— Repository

https://github.com/aniruddhapal/student-performance-analytics-dashboard


🎬 Movie Recommendation System

Content-based recommendation engine using Natural Language Processing and cosine similarity.

Highlights

  • Recommendation Engine
  • NLP
  • Streamlit Deployment
  • End-to-End ML Workflow

πŸ”— Repository

(https://github.com/aniruddhapal/movies-recommender-system)


πŸ“š Currently Learning

  • Large Language Models (LLMs)
  • Retrieval-Augmented Generation (RAG)
  • MLOps
  • MLflow
  • FastAPI
  • Docker
  • Production Machine Learning Systems

🎯 Career Interests

I'm interested in opportunities involving:

  • Business Analytics
  • Data Analytics
  • Business Intelligence
  • Machine Learning
  • Predictive Analytics
  • Customer Analytics
  • Credit Risk Analytics
  • Recommendation Systems
  • AI-powered Business Solutions

πŸ“ˆ What You'll Find on My GitHub

Every repository is built with a strong focus on solving business problems through analytics and machine learning.

Projects typically include:

  • βœ… Business Problem Definition
  • βœ… Data Cleaning & Feature Engineering
  • βœ… Exploratory Data Analysis
  • βœ… Machine Learning Modeling
  • βœ… Explainable AI (SHAP)
  • βœ… Business Insights & Recommendations
  • βœ… Professional Documentation

🀝 Let's Connect

πŸ’Ό LinkedIn

(https://www.linkedin.com/in/an1ruddhapal/)

πŸ“§ Email

(aniruddhapal@gmail.com)

🌐 GitHub

https://github.com/aniruddhapal


πŸ’­ My Philosophy

"The most valuable machine learning models aren't the most complexβ€”they're the ones that help businesses make better decisions."

Pinned Loading

  1. Loan-Default-Prediction-Production-version Loan-Default-Prediction-Production-version Public

    Production-ready Loan Default Prediction using LightGBM, Feature Engineering, Cross-Validation and Explainable AI (SHAP).

    Jupyter Notebook

  2. Telangana-State-Growth-Sector-Analysis-Dashboard Telangana-State-Growth-Sector-Analysis-Dashboard Public

    Jupyter Notebook