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    Decision Trees, Random Forests & Gradient Boosting in R

    BY
    Udemy

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    Mode

    Online

    Fees

    ₹ 2699

    Quick Facts

    particular details
    Medium of instructions English
    Mode of learning Self study
    Mode of Delivery Video and Text Based

    Course and certificate fees

    Fees information
    ₹ 2,699
    certificate availability

    Yes

    certificate providing authority

    Udemy

    The syllabus

    Introduction

    • Welcome to the course
    • Important: the code is in the resources of lesson 12!
    • Section Introduction
    • Introduction to Decision Trees
    • Building a Decision Tree. Part A.
    • Building a Decision Tree. Part B.
    • Building a Decision Tree. Part C.
    • Building a Decision Tree. Part D.
    • [Assignment] Builidng the Right Side of the Decision Tree

    Data Preprocessing

    • Section Introduction
    • Teaching Case: Edutravel
    • Describing the Dataset
    • Importing CSV Data into R
    • Changing the Data Type
    • Dealing with Missing Data
    • Combining Rare Categories
    • Data Split: Training and Testing Datasets

    Decision Tree with CTREE

    • Section Introduction
    • Decision Tree with CTREE
    • Interpretation of Results
    • Prediction with the CTREE Model
    • Confusion Matrix
    • ROC Curve
    • Area Under the ROC Curve (AUC)
    • Test 1

    Decisions Trees with RPART

    • Section Introduction
    • Decisions Trees with rpart
    • Choosing Complexity Parameter
    • Classification and Confusion Matrix
    • ROC and AUC

    Random Forests

    • Section Introduction
    • Theotrical Introduction to Random Forests
    • Building a Random Forest Model in R
    • Classification and Confusion Matrix
    • ROC & AUC
    • [Assignment] Playing with the cutoff value

    Gradient Boosting Trees

    • Section Introduction
    • Theoretical Introduction to Gradient Boosting
    • XGBoost Model
    • Prediction and Confusion Matrix
    • [Assignment] ROC & AUC
    • Conclusion

    Instructors

    Mr Carlos Martinez
    Industrial Engineer
    Freelancer

    Other Masters, Ph.D, MBA

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