summerela / 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: Exploratory Data Analysis

Exploratory Data Analysis

Working with Categorical Features: One Hot Encoding

Binning Continuous Variables

Lab 1: Examining Cardiovascular Disease

Normalizing your data

Lab 2: Normalize California Housing Prices

HW3

Class 4: The Normal Distribution

Probability Distributions

Testing for Normality

Lab 1: Normality Testing

Variance, Covariance and Correlation

Outlier Detection

Lab 2: Correlation and Outiler Detection

HW4

Class 5: Linear Regression and Evaluation

Simple Linear Regression

Implementing Linear Regression in Sci-Kit Learn

Lab 1: Building a Linear Model

Evaluating your model

Other Models

Lab 2

Final Project: Due August 20th