georgeartem/python_data_analysis

Introduction to Data Analysis with Python for UW Foster School of Business

Intro to Data Analysis

Introduction to Data Analysis with Python for UW Foster School of Business

Welcome to the Course

Class 1: Introduction to Pandas for Data Analysis

Data Analysis Overview

Introduction to Pandas

Working with Pandas Dataframes

Lab 1: Working with Dataframes

Reading and Writing Data in Pandas

Filtering and Finding Data

Lab 2: Basic Pandas Operations

HW1

Class 2: Data Cleaning and Munging in Pandas

Concatenate/Join/Merge Dataframes

Grouping Dataframes

Lab 1: Merging and Grouping

Importance of Cleaning your Data

Cleaning Messy Data

Handling Missing Values

Lab 2: Missing Values

HW2

Class 3: Standardizing and Exploratory Data Analysis

Exploratory Data Analysis

Working with Categorical Features: One Hot Encoding

Binning Continuous Variables

Lab 1: Examining Cardiovascular Disease

Normalization and Scaling

Outlier Detection

Lab 2:

HW3

Class 4: Linear Regression and Visualization

Finding Relationships in your Data

Checking for a normal distribution

Building a Univariate Linear Regression Model

Lab 1: Building a Linear Model

Evaluating your model: Ordinary Least Squares

Multiple Linear Regression

Lab 2: Multiple Linear Regression

HW4

Class 5: Interpretation and Visualization

Quantiles

Bar Charts

Histograms

Box Plots

Lab 1: Visualization

Interpreting and Reporting Results

Lab 2:

Final Project