Feature Engineering

Offered By: Kaggle

Tags

Software Development Courses Machine Learning Courses pandas Courses Clustering Courses K-means Courses Principal Component Analysis Courses Feature Engineering Courses Mutual Information Courses

Course Description

Overview

Better features make better models. Discover how to get the most out of your data.

Learn the steps and principles of creating better features
Locate features with the most potential.
Transform features with Pandas to suit your model.
Untangle complex spatial relationships with cluster labels.
Discover new features by analyzing variation.
Boost any categorical feature with this powerful technique.
Apply what you've learned, and join the House Prices competition!

Syllabus

What Is Feature Engineering
Mutual Information
Creating Features
Clustering With K-Means
Principal Component Analysis
Target Encoding
Feature Engineering for House Prices

Taught by

Ryan Holbrook

Related Courses

Software as a Service
University of California, Berkeley via Coursera Software Testing
University of Utah via Udacity The Hardware/Software Interface
University of Washington via Coursera Software Debugging
Saarland University via Udacity Introduction to Systematic Program Design - Part 1
The University of British Columbia via Coursera