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gnkamal1161/README.md

πŸ’« About Me:

Hi, I'm Kamal πŸ‘‹
πŸŽ“ MCA @ JNTUH (CGPA: 8.7)
πŸ“Š Aspiring Data Science & Machine Learning Engineer

πŸ’‘ Strong foundation in Mathematics (TS ICET Rank 196)
🧠 Skilled in building end-to-end ML pipelines
πŸš€ Passionate about solving real-world problems using data

πŸ”­ Currently working on: Machine Learning & Model Deployment
πŸ’» Tech Focus: Data Science, ML, Predictive Analytics
πŸ“š Strong in: Python, SQL (MySQL)


🧠 What I Do:

βœ”οΈ Data Preprocessing & Feature Engineering
βœ”οΈ Model Building (Regression & Classification)
βœ”οΈ Model Optimization (GridSearchCV, Cross Validation)
βœ”οΈ Deployment using Streamlit


πŸš€ Projects:

🌾 Crop Yield Prediction

  • Built ML models using soil & weather data (Kaggle)
  • Used KNN, Gradient Boosting & Voting Regressor
  • Applied feature scaling & handled multicollinearity
  • Identified key factors like Rainfall & Soil pH

❀️ Heart Disease Prediction System

  • Analyzed ~900 clinical records with EDA
  • Built Logistic Regression model
  • Deployed using Streamlit for real-time predictions

🌐 Socials:


πŸ’» Tech Stack:

πŸ§‘β€πŸ’» Languages & Database

Python MySQL

πŸ“Š Data Science & ML

NumPy Pandas Matplotlib SciPy Scikit-Learn

βš™οΈ Tools & Deployment

Streamlit

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