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