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atulkumar-ds/README.md

Hi πŸ‘‹, I'm Atul Kumar

AI & Data Science Student at IIITDM Kurnool


πŸš€ About Me

  • πŸŽ“ 2nd Year B.Tech in Artificial Intelligence & Data Science
  • πŸ’‘ Interested in Machine Learning, Data Science & Problem Solving
  • 🧠 Strong in Python, DSA, and ML Algorithms from Scratch
  • 🎯 Goal: Become a Data Scientist / AI Engineer
  • πŸš€ Actively building end-to-end Machine Learning projects

πŸ› οΈ Tech Stack

πŸ’» Languages

Python C C++

πŸ“Š Data Science

NumPy Pandas Matplotlib Seaborn

πŸ€– Machine Learning

Scikit-Learn XGBoost

Concepts:
Bias-Variance Tradeoff | Overfitting | Underfitting
Confusion Matrix | Precision | Recall | F1 Score


πŸ“‚ Featured Projects

πŸ”Ή ML Algorithms From Scratch

  • Implemented Linear Regression, KNN, Decision Tree & Naive Bayes from scratch
  • Built core logic manually without using sklearn
  • Implemented evaluation metrics (Accuracy, MSE, R2 Score)

πŸ”Ή Contact Book CLI App

  • CLI-based contact management system
  • Implemented add, edit, delete, search & block features
  • Data stored using JSON

πŸ“ˆ Current Focus

  • Data Structures & Algorithms
  • Advanced Machine Learning
  • Building Real-World ML Projects

πŸ“Š GitHub Stats

---

πŸ“« Connect With Me

LinkedIn: (https://www.linkedin.com/in/atul-kumar-iiitdm/)

Pinned Loading

  1. DSA-Practice DSA-Practice Public

    Structured Data Structures & Algorithms practice in C++ (LeetCode based)

    C++

  2. ML-Algorithm-From-Scratch ML-Algorithm-From-Scratch Public

    Machine Learning Algorithms implemented from scratch using NumPy and Python.

    Jupyter Notebook

  3. startup-dashboard startup-dashboard Public

    Jupyter Notebook

  4. Instructor-Effectiveness-Analysis Instructor-Effectiveness-Analysis Public

    Data science project analyzing instructor effectiveness using machine learning, exploratory data analysis, and student engagement metrics.

    Jupyter Notebook

  5. atulkumar-ds atulkumar-ds Public

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