Skip to content
Navigation Menu
Sign in
Products
Platform
GitHub
Repository hosting, code review, and collaboration
Copilot
AI coding agent for tasks, projects, and automated work
Build & Ship
Actions
CI/CD and automation
Code Quality
Quality analysis, fixes, and enforcement
Codespaces
Cloud development environments
Secure
Code Security
Vulnerability detection and remediation
Secret Protection
Secret scanning and leak prevention
All Features
Developers
Learn
Documentation
Training
Certifications
Build
Build with Copilot
Customize Copilot
Integrations
Explore
Trending repos
GitHub Sponsors
Developer articles
Changelog
Changelog
Your source for the latest features, improvements, and fixes across GitHub products, all in one place.
Businesses
By Stage
Enterprises
Team
Startups
Nonprofits
By Industry
Healthcare
Financial services
Manufacturing
Government
See all industries
Evaluate GitHub
Why GitHub
Customer Stories
Business insights
Trust Center
Add-ons
GitHub Advanced Security
Enterprise-grade code security
Copilot for business
Enterprise-grade AI features
Premium Support
Enterprise-grade 24/7 support
Resources
Learn & Connect
Documentation
Resource center
Blog
Events & webinars
Community Forum
Customer Stories
Integrations
Support
Customer support
Training
GitHub Status
Company
About
Partners
Changelog
GitHub Universe
GitHub Universe
The event for developers, by developers — talks, workshops, and what’s next for GitHub.
Pricing
Search
/
Sign in
Sign up
Appearance settings
You signed in with another tab or window.
Reload
to refresh your session.
You signed out in another tab or window.
Reload
to refresh your session.
You switched accounts on another tab or window.
Reload
to refresh your session.
Dismiss alert
{{ message }}
codeclog
courses
Repository navigation
Code
Pull requests
Actions
Projects
Wiki
Security and quality
Insights
More
items
Files
Expand file tree
master
Breadcrumbs
courses
/
08_PracticalMachineLearning
/
Copy path
Directory actions
More options
More options
Directory actions
More options
More options
Latest commit
History
History
History
master
Breadcrumbs
courses
/
08_PracticalMachineLearning
/
Copy path
Top
Folders and files
Name
Name
Last commit message
Last commit date
parent directory
..
001predictionMotivation
001predictionMotivation
002whatIsPrediction
002whatIsPrediction
003relativeImportance
003relativeImportance
004inOutSampleErrors
004inOutSampleErrors
005predictionStudyDesign
005predictionStudyDesign
006typesOfErrors
006typesOfErrors
007receiverOperatingCharacteristic
007receiverOperatingCharacteristic
008crossValidation
008crossValidation
009whatData
009whatData
010caretPackage
010caretPackage
011dataSlicing
011dataSlicing
012trainOptions
012trainOptions
013plottingPredictors
013plottingPredictors
014basicPreprocessing
014basicPreprocessing
015covariateCreation
015covariateCreation
016preProcessingPCA
016preProcessingPCA
017predictingWithRegression
017predictingWithRegression
018predictingWithRegressionMC
018predictingWithRegressionMC
019predictingWithTrees
019predictingWithTrees
020bagging
020bagging
021randomForests
021randomForests
022boosting
022boosting
023modelBasedPrediction
023modelBasedPrediction
024regularizedRegression
024regularizedRegression
025combiningPredictors
025combiningPredictors
026unsupervisedPrediction
026unsupervisedPrediction
027forecasting
027forecasting
lectures
lectures
announcements.md
announcements.md
lectures.zip
lectures.zip
makefile
makefile
makepdf.js
makepdf.js
syllabus.html
syllabus.html
syllabus.md
syllabus.md
View all files
You can’t perform that action at this time.