Introduction to variables

Integers, floats, and math operators

Strings and indexing part 1

Strings and indexing part 2

Using Modulo with Strings

Problem

Answer

Booleans and Comparison Operators

If / Else Statements

Elif and Logic Operators

Try / Except Statements

Finally Statements and Advance Try/Except Logic

Exception Types

If Statements And Basic Programming Logic - Problem

If Statements And Basic Programming Logic - Answers

Lists and tuples

Dictionaries

For loops

While loops

Loop logic

List/Dictionary comprehensions

Lists, Tuples, Dictionaries and For/While Loops - Problem

Lists, Tuples, Dictionaries And For/While Loops - Answer

Scripting in Python

Functions

Function parameters and scope

Packages and pip

Reading Files and the with statement

Writing Out to Files

Functions And Packages - Problem

Functions And Packages - Answer

Pandas and data Frames

Pandas part 2

Introduction to statistics

Statistics part 2

Pandas and Data Frames - Problem

Practical analysis

Pandas and Data Frames - Answer

Introduction to visualization

Plotting and styling

Scatter plots

Bar Plots and standard deviation

Visualization Scatter Plots, Bar Plots - Problem

Visualization - Scatter Plots, Bar Plots - Answer

Scraping and HTML

Building a simple crawler

Scraping data from HTML

Scraping the Web With Python - Problem

Scraping The Web With Python - Answer

Introduction to NLP

Basic NLP

Introduction to sentiment analysis

Basic NLP - Problem

Basic NLP - Answer

Introduction to machine learning

Introduction to reinforcement learning

Introduction to random forest modeling

Introduction to deep learning

Machine Learning - Problem

Machine Learning - Answer

Python Style Guidelines

Navigating Directories and os Package

Creating a Class Type

Project 1 - Analyze and visualize data on Kaggle

Project 1 Answer

Project 2 - Natural language processing

Project 2 Answer

Project 3 - Create a simple support vector machine

Project 3 Answer