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This project is a comprehensive collection of Python programs, notes, and practical examples designed to help students and beginners learn data science with Python — from the basics to advanced topics.

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SonaniAkshit/Python-for-Data-Science

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📊 Python for Data Science

Welcome to the Python for Data Science repository! This project is a comprehensive resource for learning Python and its essential libraries for data science. Whether you're a student, beginner, or aspiring data scientist, you'll find practical examples, well-organized notes, and hands-on code to guide your journey from Python basics to advanced data science topics.


📚 Contents

  • Python Basics: Variables, Data Types, Conditional Statements, Loops, Functions, Modules & Packages
  • Data Structures: Lists, Tuples, Sets, Dictionaries, String Manipulations
  • NumPy: Arrays, Operations, Broadcasting, Indexing, Slicing
  • Pandas: Series, DataFrames, Data Cleaning, Aggregation, Grouping, Merging, Joining
  • Data Visualization: Matplotlib, Seaborn, Plot Customization
  • Practical Notebooks: Real-world examples and exercises

🚀 Getting Started

  1. Clone the repository
    git clone https://github.com/SonaniAkshit/Python-for-Data-Science.git
    cd Python-for-Data-Science
  2. Open in Jupyter Notebook or your favorite IDE
    • Jupyter Notebook
    • Google Colab
    • VSCode with Python extension

📦 Requirements

Install the required libraries:

pip install numpy pandas matplotlib seaborn jupyter

Or use Google Colab for a no-install experience.


🌟 Features

  • Beginner-friendly, well-structured content
  • Real-world examples and exercises
  • Easy-to-understand code with comments
  • Covers all fundamental libraries
  • Regular updates and improvements

🤝 Contributing

Contributions are welcome! Feel free to fork the repo, open issues, or submit pull requests to improve the content.


🙋‍♂️ Author

Akshit Sonani
MCA Student | Python & Web Developer
sonaniakshit777@gmail.com
GitHub Profile


⭐ Support

If you find this project helpful, please give it a ⭐ and share it with others!


🔥 Happy Coding! Let’s build something amazing together 🚀

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This project is a comprehensive collection of Python programs, notes, and practical examples designed to help students and beginners learn data science with Python — from the basics to advanced topics.

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