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  • Chattogram , Bangladesh

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IsratAfrin826/README.md

🧕 Assalamualaikum! I'm Israt Arefin

✨ Where curiosity meets code, and ideas turn into solutions.
💫 Turning passion into projects, and learning into impact.

💫 About Me

👩‍🎓 I’m a B.Sc. student in Computer Science and Engineering (CSE) at Port City International University, Chattogram, Bangladesh.

💥 A motivated and enthusiastic learner, passionate about exploring Data Science, Machine Learning, and emerging technologies.

💡 I enjoy solving real-world problems and uncovering valuable insights through data-driven solutions.

🚀 Currently enhancing my skills in Data Science and Machine Learning with Python.

🧠 Problem Solving

CodeChef HackerRank

✨ Passionate about competitive programming, continuously improving logical thinking and algorithmic efficiency on platforms like CodeChef and HackerRank.

💻 Tech Stack

Python C++ C
Java JavaScript HTML5 PHP Bootstrap MySQL
GitHub Jupyter Pandas NumPy Matplotlib Seaborn

🌍 GitHub Stats

GitHub Stats Top Languages

✨ Quick Summary

💫 A curious mind exploring the world of data and code.
💻 Passionate about continuous learning, creative problem solving, and building impactful solutions.
🌱 Always learning, always growing — one line of code at a time. 🚀

“Code. Learn. Evolve.”

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  1. ANN_Churn_Modelling-Machine-Learning- ANN_Churn_Modelling-Machine-Learning- Public

    Artificial Neural Networks (ANNs) are computational models inspired by the human brain. They consist of layers of interconnected nodes (neurons) that can learn patterns from data through a process …

    Jupyter Notebook 1

  2. Diabetes-Prediction--KNN Diabetes-Prediction--KNN Public

    This project uses the K-Nearest Neighbors (KNN) algorithm .KNN: A simple algorithm that classifies data based on the labels of its nearest neighbors.

    Jupyter Notebook 1

  3. KMeans_Clustering_Mall_Customers KMeans_Clustering_Mall_Customers Public

    This project applies K-Means Clustering to segment customers based on Annual Income and Spending Score. It uses unsupervised machine learning to identify distinct customer groups and visualize purc…

    Jupyter Notebook 1

  4. Linear-Regression-ML-Algorithm Linear-Regression-ML-Algorithm Public

    Linear Regression: A model that predicts a continuous output using a linear relationship between input and target.

    Jupyter Notebook 1

  5. Logistic-Regression-ML-Algorithm Logistic-Regression-ML-Algorithm Public

    Logistic Regression: A binary classifier that predicts probabilities using the sigmoid function.

    Jupyter Notebook 1

  6. Naive-Bayes-Classifier_diabetes_prediction Naive-Bayes-Classifier_diabetes_prediction Public

    The Naive Bayes classifier is a popular supervised learning algorithm in machine learning that is based on Bayes' Theorem, with the naive assumption that features are independent of each other give…

    Jupyter Notebook 1