Random Forests & Uplift Models

Predictive Analytics    |    Intermediate
  • 8 videos | 33m 36s
  • Includes Assessment
  • Earns a Badge
Nestled within machine learning are ensemble techniques, enabling the combination of multiple models to reduce prediction error and improve forecasting ability. Examine machine learning methods, including random forests and uplift models.

WHAT YOU WILL LEARN

  • Identify key features of random forests
    Identify key features of decision trees
    Recognize random forest performance measurements
    Identify key random forest model concepts
  • Identify key features of uplift models
    Recognize who to target with uplift models
    Recognize how uplift models work
    Implement a random forest and an uplift model using an example dataset

IN THIS COURSE

  • 4m 46s
    Learn how to identify key features of random forests. FREE ACCESS
  • 5m 41s
    To identify key features of decision trees, find out how. FREE ACCESS
  • Locked
    3.  Random Forest Model Error Measurement
    3m 39s
    Upon completion of this video, you will be able to recognize random forest performance measurements. FREE ACCESS
  • Locked
    4.  Random Forest Model Concepts
    3m 3s
    In this video, you will learn how to identify key random forest model concepts. FREE ACCESS
  • Locked
    5.  Overview of Uplift Models
    5m
    In this video, learn how to identify key features of uplift models. FREE ACCESS
  • Locked
    6.  Targeting with Uplift Models
    4m 34s
    Upon completion of this video, you will be able to recognize who to target with uplift models. FREE ACCESS
  • Locked
    7.  How Uplift Models Work
    3m 45s
    After completing this video, you will be able to recognize how uplift models work. FREE ACCESS
  • Locked
    8.  Exercise: Advanced Predictive Tools
    3m 9s
    Find out how to implement a random forest and an uplift model using an example dataset. FREE ACCESS

EARN A DIGITAL BADGE WHEN YOU COMPLETE THIS COURSE

Skillsoft is providing you the opportunity to earn a digital badge upon successful completion on some of our courses, which can be shared on any social network or business platform.

Digital badges are yours to keep, forever.

YOU MIGHT ALSO LIKE

Course Introduction to Machine Learning Bootcamp: Session 3 Replay
Course Statistical Analysis and Modeling in R: Building Regularized Models & Ensemble Models
Course Predictive Analytics: Using SMOTE, Model Explanations, & Hyperparameter Tuning

PEOPLE WHO VIEWED THIS ALSO VIEWED THESE

Course Data Mining, Data Distributions, & Hypothesis Testing
Course Machine Learning, Propensity Score, & Segmentation Modeling
Course Building Neural Networks: Development Principles