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Project Details

Completed
Machine Learning

A comprehensive collection of machine learning projects demonstrating expertise in various ML algorithms and techniques. This portfolio showcases practical implementations of supervised learning, neural networks, clustering, and real-world applications including medical diagnosis, image processing, and predictive modeling.

Key Features

  • PyTorch Fundamentals and Deep Learning
  • Linear and Polynomial Regression Models
  • Logistic Regression with Regularization
  • Neural Network Implementation
  • Decision Tree Classification
  • K-Means Clustering for Image Compression
  • Handwritten Digit Recognition (0-9)
  • Breast Cancer Classification
  • House Price Prediction
  • Real-world ML Project Implementation Tips

Achievements

  • Mastered core ML algorithms from fundamentals to advanced implementations
  • Successfully implemented neural networks for digit recognition
  • Applied ML to medical diagnosis (breast cancer classification)
  • Developed image compression using unsupervised learning
  • Created predictive models for real estate pricing
  • Demonstrated expertise in both supervised and unsupervised learning
  • Built comprehensive portfolio with 15+ ML projects
  • Applied regularization techniques to prevent overfitting
  • Implemented polynomial regression for complex data patterns
  • Showcased practical ML applications in healthcare and finance

Project Info

Status:Completed
Type:Machine Learning
Category:Data Science
Created:8/12/2025

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Mashrur Rahman

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