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sufiun27/Machine-Learning-Projects

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AI & Machine Learning Research Projects

A collection of Artificial Intelligence and Machine Learning projects developed for academic research, experimentation, and practical implementation. This repository includes healthcare prediction systems, regression model implementation, and computer vision classification projects.


πŸš€ Included Projects

πŸ“Œ Projects List

  • AI Lab Projects
  • Chronic Kidney Disease Prediction
  • Linear Regression Implementation in Python
  • Sign Language Classification

🧠 Project Purpose

These projects are created for:

  • Academic learning
  • AI & ML experimentation
  • Research implementation
  • Healthcare prediction analysis
  • Computer vision practice
  • Machine learning model understanding

πŸ› οΈ Technologies Used

  • Python
  • TensorFlow
  • Keras
  • Scikit-learn
  • OpenCV
  • NumPy
  • Pandas
  • Matplotlib
  • Jupyter Notebook

πŸ“‚ Project Structure

AI-ML-Projects/
β”‚
β”œβ”€β”€ AI_Lab/
β”œβ”€β”€ Chronic_Kidney_Disease/
β”œβ”€β”€ Linear_Regression_Python/
β”œβ”€β”€ Sign_Language_Classification/
β”‚
β”œβ”€β”€ datasets/
β”œβ”€β”€ notebooks/
β”œβ”€β”€ models/
β”œβ”€β”€ results/
└── README.md

✨ Features

  • Machine learning model implementation
  • Deep learning classification models
  • Data preprocessing and cleaning
  • Dataset visualization
  • Model training and evaluation
  • Accuracy analysis
  • Prediction system implementation
  • Beginner-friendly code structure

πŸ“Š Project Details

🩺 Chronic Kidney Disease Prediction

  • Disease prediction using machine learning algorithms
  • Data preprocessing and feature analysis
  • Medical dataset classification
  • Accuracy evaluation

πŸ“ˆ Linear Regression Implementation in Python

  • Basic regression algorithm implementation
  • Data visualization
  • Prediction analysis
  • Mathematical model understanding

βœ‹ Sign Language Classification

  • Hand gesture recognition
  • Image classification using deep learning
  • Computer vision implementation
  • Real-time classification concepts

πŸ€– AI Lab Projects

Contains multiple AI lab tasks and experimental implementations including:

  • Search algorithms
  • Classification models
  • Prediction systems
  • AI problem-solving concepts

βš™οΈ Installation

1. Clone the repository

git clone https://github.com/your-username/AI-ML-Projects.git

2. Navigate to project directory

cd AI-ML-Projects

3. Create virtual environment (Optional)

python -m venv venv

4. Activate virtual environment

Windows

venv\Scripts\activate

Linux / macOS

source venv/bin/activate

5. Install dependencies

pip install -r requirements.txt

▢️ Run Projects

Example:

python main.py

or run Jupyter Notebook:

jupyter notebook

πŸ“· Results & Screenshots

Add project screenshots, graphs, and prediction results here

πŸ”¬ Research Areas

  • Machine Learning
  • Deep Learning
  • Healthcare AI
  • Computer Vision
  • Regression Analysis
  • Classification Models

🎯 Use Cases

  • Academic Projects
  • Thesis & Research Work
  • AI Learning
  • Healthcare Prediction Systems
  • Gesture Recognition Systems
  • Machine Learning Practice

πŸ‘¨β€πŸ’» Author

Developed By

Abu Sufiun
Backend Software Engineer

πŸ“ Bangladesh
πŸ“§ Email: abusufiun27@gmail.com

πŸ”— GitHub: https://github.com/sufiun27

About

AI and Machine Learning research projects including Chronic Kidney Disease prediction, Linear Regression implementation, Sign Language Classification, and AI lab experiments using Python, TensorFlow, and Scikit-learn.

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