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Codaks-py/README.md

πŸ‘‹ Hi, I'm Codaks-py

Welcome to my GitHub! I'm a data-driven developer, passionate about building intelligent systems that turn raw data into smart predictions.I love crafting clean pipelines and deploying models that work.


πŸš€ What I Build

  • πŸ“Š Machine Learning Pipelines with scikit-learn & XGBoost
  • 🧠 Ensemble Models that outperform baselines
  • πŸ“ˆ Real-world Predictive Systems for health, education, and more
  • βš™οΈ Scalable solutions ready for deployment via FastAPI

πŸ“Œ Featured Projects

Predicts calories burned during exercise using biometric and activity data.
Tech: OneHotEncoder, StandardScaler, Ridge, Random Forest, XGBoost
Performance: MAE ~1.37 across a calorie range of 1–314


πŸŽ“ Student Performance Index Prediction

Predicts academic performance based on student demographics and study habits.
Tech: Logistic Regression, Random Forest, Gradient Boosting
Files: student_performance_prediction.ipynb, Student_Performance.csv, performance_scaler.pkl
Goal: Identify key factors influencing student success


πŸ› οΈ Tools & Tech

  • Python β€’ Pandas β€’ NumPy β€’ scikit-learn β€’ XGBoost
  • Jupyter β€’ Matplotlib β€’ Seaborn
  • FastAPI (coming soon)
  • Git β€’ GitHub β€’ VS Code

🌱 Currently Exploring

  • Model deployment with FastAPI
  • Real-time data integration
  • Feature engineering and interpretability techniques

πŸ“« Connect With Me


Thanks for visiting! Feel free to explore my repos, fork what inspires you, and reach out if you want to collaborate or learn together.

Pinned Loading

  1. Asthma-Prediction Asthma-Prediction Public

    A model built to make prediction whether the level of asthma of a patient is severe or not.

    Jupyter Notebook 4

  2. SENTIMENT-ANALYSIS SENTIMENT-ANALYSIS Public

    Jupyter Notebook 1

  3. Student_performance_index_prediction Student_performance_index_prediction Public

    A simple student performance index prediction based on a few independent variable

    Jupyter Notebook 1

  4. Solar_MAintenance_App Solar_MAintenance_App Public

    Jupyter Notebook 2

  5. Simple_database_app Simple_database_app Public

    Python 1