Kickoff
Client Conversation: What are we doing here?
Client Conversation: Importing Data
Importing data into Python with Pandas
Client Conversation: Why do we create a Training and Testing Partition?
Creating a Training and Testing Partition
Client Conversation: Exploring EDA
Getting a Bird's Eye Overview
Vizualizing Distributions with Matplotlib
Why isn't House Price numeric?
Handling Outliers in a Numeric Target Variable
What's happening with all the pubs?
Analysing Categorical Features
Finding relationships between features using Pearsons Correlation
Is the Post Code driving value?
Working with Dates
Client Conversation: Fixing up the data
Build Preprocessing Function
Preview Preprocessed Data
Clean up Analysis Features
Create X and y values
Client Conversation: When are we getting to the Machine Learning?
Import ML Dependencies
Building ML Pipelines with Sklearn Pipelines
Building Hyperparameter Tuning Grids
Train models and perform HPO
