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Coddy

Numpy Fundamentals

via Coddy

Overview

Learn to master powerful numerical computations in Python for data science with this concise, hands-on course.

Prerequisites:

  • Python Fundamentals

Syllabus

Introduction

  • What is Numpy?
  • Numpy Core
  • Array Constraints

N-Dimensional Array Creation

  • Higher Dimension
  • Understanding Shapes
  • Populate with Fixed Values
  • Numpy Types
  • Range
  • Reshape

Indexing Numpy Array

  • Basic Indexing
  • Slicing
  • Array Indexing
  • Dimensional Indexing
  • Boolean Indexing
  • Multiple Condition Indexing

Arithmetic

  • Simple Operations
  • Dot Product
  • Matrix Multiplications

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