intermediateCertificate$25/mo
Extreme Gradient Boosting with XGBoost
by Sergey Feldman · DataCamp
4.5(3,800 reviews)
100K+ enrolled4 hoursUpdated 2024-06
What You'll Learn
Understand the fundamentals and key concepts of XGBoost
Apply XGBoost techniques to solve real-world problems
Understand the fundamentals and key concepts of machine learning
Apply machine learning techniques to solve real-world problems
Understand the fundamentals and key concepts of gradient boosting
Apply gradient boosting techniques to solve real-world problems
About This Course
Master XGBoost for classification and regression covering hyperparameter tuning, pipelines, and boosting theory.
Curriculum
Module 1: XGBoost & Machine learning6 lessons
- Introduction to XGBoost
- XGBoost in Practice
- Hands-on Exercise: XGBoost
- Introduction to machine learning
- Machine learning in Practice
- Hands-on Exercise: Machine learning
Module 2: Gradient boosting & Hyperparameter tuning6 lessons
- Introduction to gradient boosting
- Gradient boosting in Practice
- Hands-on Exercise: Gradient boosting
- Introduction to hyperparameter tuning
- Hyperparameter tuning in Practice
- Hands-on Exercise: Hyperparameter tuning
Module 3: Scikit-learn3 lessons
- Introduction to scikit-learn
- Scikit-learn in Practice
- Hands-on Exercise: Scikit-learn
Instructor
Sergey Feldman
Instructor at DataCamp
Pros & Cons
Pros
- Offers a certificate of completion
- Hands-on interactive exercises
- Taught by Sergey Feldman
- Well-structured curriculum
Cons
- Requires paid subscription
- Self-paced requires discipline
$25/mo
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