🤖 Machine Learning Projects

Welcome to my Machine Learning portfolio! This repository serves as a central hub for my Machine Learning projects. Each project is maintained in its own dedicated repository and showcases different algorithms, concepts, and real-world applications.

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📂 Project Categories

📊 Supervised Learning

Project	Description	Repository
📈 Regression Models	Linear Regression and Polynomial Regression using Scikit-learn	View Project
🌳 Decision Tree	Breast Cancer Prediction using Decision Tree Classifier	View Project
👥 K-Nearest Neighbors (KNN)	KNN Classification on a Synthetic Dataset	View Project
😀 Gaussian Naive Bayes	Face Recognition using the Olivetti Faces Dataset	View Project

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📉 Unsupervised Learning

Project	Description	Repository
📊 K-Means Clustering	K-Means Clustering on the Breast Cancer Wisconsin Dataset with PCA, Elbow Method, and Silhouette Score	View Project

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📉 Instance-Based Learning

Project	Description	Repository
📍 Locally Weighted Regression	Implementation of Locally Weighted Regression using Gaussian Kernel	View Project

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📐 Dimensionality Reduction

Project	Description	Repository
🌸 Principal Component Analysis (PCA)	PCA on the Iris Dataset for Dimensionality Reduction	View Project

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🧠 Concept Learning

Project	Description	Repository
🔍 Find-S Algorithm	Implementation of the Find-S Concept Learning Algorithm	View Project

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👁️ Computer Vision

Project	Description	Repository
😀 Face Recognition	Face Recognition using Gaussian Naive Bayes	View Project

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🛠 Technologies & Tools

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

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🎯 Areas Covered

• Supervised Learning
• Instance-Based Learning
• Dimensionality Reduction
• Concept Learning
• Computer Vision
• Search Algorithms