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README.md
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# π DataScience Learning Hub
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Welcome to
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## π― Live Demos
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- [π Interactive Statistics Course](https://aashishgarg13.github.io/DataScience/complete-statistics/)
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- [π€ Machine Learning Guide](https://aashishgarg13.github.io/DataScience/ml_complete-all-topics/)
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## π Contents
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- Visual Learning Aids
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- Step-by-Step Explanations
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> π‘ Both projects are pure static websites - no server needed! Open directly in your browser or use a simple static server.
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## π Quick Start
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βββ app.js # Interactive components
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## Notes about repository cleanup
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While repairing the repository I removed macOS Finder metadata files (names beginning with `._`) that had been added inside the `.git` metadata and working tree. Those `._*` files are resource-fork metadata and are not project code. A `.gitignore` entry was added to ignore these moving forward:
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# π DataScience Learning Hub
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Welcome to a comprehensive collection of educational web projects for learning data science! This repository contains multiple interactive courses and resources covering statistics, machine learning, visualization, mathematics, and feature engineering.
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## π― Live Demos
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- [π Interactive Statistics Course](https://aashishgarg13.github.io/DataScience/complete-statistics/)
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- [π€ Machine Learning Guide](https://aashishgarg13.github.io/DataScience/ml_complete-all-topics/)
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- [π Data Visualization](https://aashishgarg13.github.io/DataScience/Visualization/)
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- [π’ Mathematics for Data Science](https://aashishgarg13.github.io/DataScience/math-ds-complete/)
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- [βοΈ Feature Engineering Guide](https://aashishgarg13.github.io/DataScience/feature-engineering/)
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## π Contents
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- Visual Learning Aids
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- Step-by-Step Explanations
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### π Data Visualization
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- **Location:** `Visualization/`
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- **Features:**
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- Interactive Data Visualization Examples
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- Chart Types and Best Practices
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- Dynamic Visualization Techniques
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- Data Presentation Guidelines
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### π’ Mathematics for Data Science
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- **Location:** `math-ds-complete/`
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- **Features:**
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- Linear Algebra Fundamentals
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- Calculus for Machine Learning
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- Statistical Mathematics
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- Optimization Theory
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### βοΈ Feature Engineering Guide
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- **Location:** `feature-engineering/`
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- **Features:**
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- Data Preprocessing Techniques
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- Feature Selection Methods
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- Feature Transformation
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- Dimensionality Reduction
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> π‘ Both projects are pure static websites - no server needed! Open directly in your browser or use a simple static server.
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## π Quick Start
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βββ app.js # Interactive components
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```
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### Data Visualization
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```
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Visualization/
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βββ index.html # Visualization examples
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βββ style.css # Visualization styling
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βββ app.js # Interactive charts
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```
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### Mathematics for Data Science
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```
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math-ds-complete/
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βββ index.html # Mathematics course interface
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βββ style.css # Course styling
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βββ app.js # Interactive math demonstrations
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```
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### Feature Engineering Guide
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```
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feature-engineering/
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βββ index.html # Feature engineering guide
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βββ style.css # Guide styling
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βββ app.js # Interactive examples
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```
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## Notes about repository cleanup
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While repairing the repository I removed macOS Finder metadata files (names beginning with `._`) that had been added inside the `.git` metadata and working tree. Those `._*` files are resource-fork metadata and are not project code. A `.gitignore` entry was added to ignore these moving forward:
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