Python for Data Science Course Online (Self-Paced)

Python Fundamentals

Data Types & Variables

• Statements & Expressions
• Variables
• Integers & Floats
• Strings

Data Structures & Attributes

• Functions & Methods
• Lists
• Indexing & Slicing
• Booleans

Structuring Programs

Complex Data Structures & Control Flow

• Dictionaries
• Conditional Statements
• For Loops
• Creating Functions

Packages & Object Oriented Programming

• Classes & Objects
• Modules & Imports
• Packages & Documentation

Arrays & Dataframes

Numpy

• Arrays
• Universal Functions
• Boolean Indexing

Pandas

• Pandas Dataframes
• Pandas Series & dtypes
• Column Manipulation
• Descriptive Statistics

Analyzing & Visualizing Data

Data Analysis

• Filtering & Cleaning Data
• Groupby Operations
• Pivot Tables

Data Visualization

• Plotting with Matplotlib
• Bar Charts
• Scatter Plots
• Histograms
• Customizing Visualizations