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Foundational Python for Data Science Course

(PYTHON-DS.AP1.E0T)
Lessons
TestPrep
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Skills You’ll Get

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1

Introduction

  • About This eBook
2

Introduction to Notebooks

  • Running Python Statements
  • Jupyter Notebooks
  • Google Colab
  • Summary
  • Questions
3

Fundamentals of Python

  • Basic Types in Python
  • Performing Basic Math Operations
  • Using Classes and Objects with Dot Notation
  • Summary
  • Questions
4

Sequences

  • Shared Operations
  • Lists and Tuples
  • Strings
  • Ranges
  • Summary
  • Questions
5

Other Data Structures

  • Dictionaries
  • Sets
  • Frozensets
  • Summary
  • Questions
6

Execution Control

  • Compound Statements
  • if Statements
  • while Loops
  • for Loops
  • break and continue Statements
  • Summary
  • Questions
7

Functions

  • Defining Functions
  • Scope in Functions
  • Decorators
  • Anonymous Functions
  • Summary
  • Questions
8

NumPy

  • Installing and Importing NumPy
  • Creating Arrays
  • Indexing and Slicing
  • Element-by-Element Operations
  • Filtering Values
  • Views Versus Copies
  • Some Array Methods
  • Broadcasting
  • NumPy Math
  • Summary
  • Questions
9

SciPy

  • SciPy Overview
  • The scipy.misc Submodule
  • The scipy.special Submodule
  • The scipy.stats Submodule
  • Summary
  • Questions
10

Pandas

  • About DataFrames
  • Creating DataFrames
  • Interacting with DataFrame Data
  • Manipulating DataFrames
  • Manipulating Data
  • Interactive Display
  • Summary
  • Questions
11

Visualization Libraries

  • matplotlib
  • Seaborn
  • Plotly
  • Bokeh
  • Other Visualization Libraries
  • Summary
  • Questions
12

Machine Learning Libraries

  • Popular Machine Learning Libraries
  • How Machine Learning Works
  • Learning More About Scikit-learn
  • Summary
  • Questions
13

Natural Language Toolkit

  • NLTK Sample Texts
  • Frequency Distributions
  • Text Objects
  • Classifying Text
  • Summary
  • Questions
14

Functional Programming

  • Introduction to Functional Programming
  • List Comprehensions
  • Generators
  • Summary
  • Questions
15

Object-Oriented Programming

  • Grouping State and Function
  • Special Methods
  • Inheritance
  • Summary
  • Questions
16

Other Topics

  • Sorting
  • Reading and Writing Files
  • datetime Objects
  • Regular Expressions
  • Summary
  • Questions

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