get app
    • Home
    • Udemy
    • Courses
    • Decision Trees Random Forests AdaBoost and XGBoost in Python

    Decision Trees, Random Forests, AdaBoost & XGBoost in Python

    BY
    Udemy

    Brochure Enquire
    Mode

    Online

    Fees

    ₹ 3499

    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
    ₹ 3,499
    certificate availability

    Yes

    certificate providing authority

    Udemy

    The syllabus

    Introduction

    • Welcome to the Course!
    • Course Resources

    Setting up Python and Python Crash Course

    • Installing Python and Anaconda
    • This is a milestone!
    • Opening Jupyter Notebook
    • Introduction to Jupyter
    • Arithmetic operators in Python: Python Basics
    • Strings in Python: Python Basics
    • Lists, Tuples and Directories: Python Basics
    • Working with Numpy Library of Python
    • Working with Pandas Library of Python
    • Working with Seaborn Library of Python

    Machine Learning Basics

    • Introduction to Machine Learning
    • Building a Machine Learning Model

    Simple Decision trees

    • Basics of decision trees
    • Understanding a Regression Tree
    • The stopping criteria for controlling tree growth
    • The Data set for the Course
    • Importing Data in Python
    • Missing value treatment in Python
    • Dummy Variable creation in Python
    • Dependent- Independent Data split in Python
    • Test-Train split in Python
    • More about test-train split
    • Creating Decision tree in Python
    • Evaluating model performance in Python
    • Plotting decision tree in Python
    • Pruning a tree
    • Pruning a tree in Python

    Simple Classification Tree

    • Classification tree
    • The Data set for Classification problem
    • Classification tree in Python : Preprocessing
    • Classification tree in Python : Training
    • Advantages and Disadvantages of Decision Trees

    Ensemble technique 1 - Bagging

    • Ensemble technique 1 - Bagging
    • Ensemble technique 1 - Bagging in Python

    Ensemble technique 2 - Random Forests

    • Ensemble technique 2 - Random Forests
    • Ensemble technique 2 - Random Forests in Python
    • Using Grid Search in Python

    Ensemble technique 3 - Boosting

    • Boosting
    • Quiz
    • Ensemble technique 3a - Boosting in Python
    • Ensemble technique 3b - AdaBoost in Python
    • Ensemble technique 3c - XGBoost in Python
    • Quiz
    • Quiz

    Add-on 1: Preprocessing and Preparing Data before making ML model

    • Gathering Business Knowledge
    • Data Exploration
    • The Dataset and the Data Dictionary
    • Importing Data in Python
    • Univariate analysis and EDD
    • EDD in Python
    • Outlier Treatment
    • Outlier Treatment in Python
    • Missing Value Imputation
    • Missing Value Imputation in Python
    • Seasonality in Data
    • Bi-variate analysis and Variable transformation
    • Variable transformation and deletion in Python
    • Non-usable variables
    • Dummy variable creation: Handling qualitative data
    • Dummy variable creation in Python
    • Correlation Analysis
    • Correlation Analysis in Python
    • Quiz

    Conclusion

    • The final milestone!
    • Bonus Lecture

    Trending Courses

    Digital Marketing Courses Fashion Design Courses Data Science Courses Interior Design Courses Graphic Designing Courses Cyber Security Courses Nursing Courses Tally Courses Data Analysis Courses Web Designing Courses Artificial Intelligence Courses Ethical Hacking Courses Free Digital Marketing Courses And certifications Free Artificial Intelligence Courses And Certifications Free Data Analysis Courses And Certifications Free Cyber Security Courses And Certifications Free Data Science Courses And Certifications Free Cloud Computing Courses And Certifications Free Python Courses And Certifications Free Fashion And Textiles Courses And Certifications Free Graphic Designing Courses And Certifications Free Web Designing Courses And Certifications

    Popular Courses

    General Management Courses Public Health Courses Teaching and Education Courses Financial Management Courses Web Development Courses Mathematics Courses Cyber Security Courses Programming Courses Data Science Courses Law Courses Digital Marketing Courses Mechanical Engineering Courses Explore all courses

    Popular Platforms

    upGrad Courses Udemy Courses Edx Courses Swayam Courses Coursera Courses Futurelearn Courses Mindmajix Technologies Courses Vskills Courses NPTEL Courses IIT Kharagpur Courses Emeritus Courses IIT Kanpur Courses Explore all platforms

    Learn more about the Courses

    10 Reasons to Enrol Yourself in a Digital Marketing Course 8 Must-Have Skills for AWS Cloud Architects Planning to Upskill Yourself? Enrol for a Program in Data Science 25+ Tips for Improving Your Graphic Design Skills Top Universities in India Offering Cyber Security Courses 15+ Courses for Learning Data Mining How to Make a Career in the Field of Artificial Intelligence Top 10 Benefits Of Holding A Certification In Business Intelligence Which are the best certification courses for Photography in India A Beginner's Guide to Pursue Python Programming Want to Pursue a Career in Blockchain Technology? Here is all that you need to Know How Entrepreneurs Can Use Machine Learning to Make their Business Successful? The Scope of Artificial Intelligence in India Top 10 Online Courses for Travel Lovers 10 Best Certification Courses After Hospital and Healthcare Management
    Providers
    Close

    Download the Careers360 App on your Android phone

    Regular exam updates, QnA, Predictors, College Applications & E-books now on your Mobile

    Careers360 App
    150M+ Students
    30,000+ Colleges
    500+ Exams
    1500+ E-books