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Complete Python3 And Pandas Data Science Masterclass

This repository contains the code materials I created during the course Complete Python 3 and Pandas Data Science Masterclass by Ashwin Pajankar (Udemy).

Date started: 13.03.2021 | Date finished: 06.04.2021

Topics:

  1. Introduction
  2. Python 3 Setup on Windows Computer
  3. Python 3 on Raspberry Pi
  4. Basics of Python 3
  5. Python Package Index and pip
  6. Installing NumPy and Matplotlib
  7. Jupyter Notebook
  8. Getting Started with NumPy
  9. Creation of Arrays and Matplotlib
  10. Random Value Generation
  11. Ndarray manipulation
  12. Bitwise Operations
  13. Statistical Functions
  14. Matplotlib Plotting in Detail
  15. Installing SciPy and Pandas
  16. Matrices and Linear Algebra
  17. Data Acquisition with Python, NumPy, and Matplotlib
  18. Python and MySQL
  19. Pandas Series and DataFrame
  20. Data Acquisition with Pandas
  21. Data Cleansing
  22. Data Analysis and Wrangling with Pandas
  23. Data Visualization with Pandas
  24. Data visualization with Seaborn
  25. A complete data Science example
  26. A bit of machine learning
  27. Advanced Pandas
  28. Times Series in Pandas

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