🚀 About

ML-CaPsule is a comprehensive, open-source learning hub for aspiring and experienced data science enthusiasts. Whether you lack a mentor or want structured, project-based learning — this repository helps you master Machine Learning, Deep Learning, NLP, Computer Vision, and more through 500+ real-world projects.

💡 No mentor? No problem. Learn by building, become interview-ready, and grow with a thriving open-source community.

🛠️ Tech Stack

📊 Repository Stats

📑 Table of Contents

📈 Why Machine Learning?

Machine learning automates analytical model building — enabling systems to learn from data, identify patterns, and make decisions with minimal human intervention. It sits at the heart of modern AI.

Why It Matters

📚 Pre-requisites

Python Path

R is an open-source language built for statistical computing, data analytics, and scientific research.

Installation

1. Install R → Download from CRAN
2. Install RStudio → Download RStudio Desktop

📺 Recommended Video Tutorials

🗂️ Topics Covered

1. 📥 Data Extraction

Methods for constructing variable combinations to describe data accurately.

• Web Scraping — Beautiful Soup

2. 📊 Visualization

Expose patterns, trends & correlations visually.

• Libraries — Seaborn, Pandas, Matplotlib

3. 🎯 Feature Selection

Select relevant features to boost model accuracy.

• Library — scikit-learn
• Learn more — Feature Selection Guide

4. 📐 Statistics

5. 🔬 Data Science

Multidisciplinary field combining statistics, ML, computing, and domain expertise to extract insights and drive decisions across industries.

📦 Dataset Resources

🟢 Classification

🔵 Regression