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Machine Learning Prerequisites (Numpy)

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NumPy, Pandas, Matplotlib in Python

Overview

As part of this session, we will learn the following:

  1. What is NumPy?
  2. Indexing and accessing NumPy arrays
  3. Linear Algebra with NumPy
  4. Basic Operations on NumPy arrays
  5. Broadcasting in NumPy arrays
  6. Mathematical and statistical functions on NumPy arrays
  7. What is Pandas?
  8. Pandas - Series Objects
  9. Pandas - DataFrame Objects
  10. Matplotlib - Overview
  11. Matplotlib - pyplot Module

Recording of Session


Slides

Code Repository for the course on GitHub



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