Decision Tree Modeling Using R Training Overview

Course syllabus

Who it’s for

What’s included

FAQs

Decision Tree Modeling Using R Training Course Outline

Module 1: Introduction to Decision Tree

  • Decision Tree Modelling Objective
  • Anatomy of a Decision Tree
  • Important Terminology Related to Decision Trees

Module 2: Overview of R Programming

  • R Programming Language
  • Data Types
  • Control Structures in R

Module 3: Data Treatment Before Modelling

  • Data Sanity Check-Contents
  • View
  • Frequency Distribution
  • Uni-Variate
  • Categorical Variable Treatment

Module 4: Classification of Tree Development and Algorithm Details

  • Installing R Package and R studio
  • Developing First Decision Tree in R Studio
  • Find Strength of the Model

Module 5: Decision Tree Analysis in Project Management

  • Use Decision Tree in Project Management
  • Tools for Decision Tree Analysis
  • Decision Tree Analysis Strategy

Module 6: Regression Tree and Auto Pruning

  • Introduction to Pruning
  • Understand K Fold Validation for Model
  • Develop Regression Tree
  • How is it Different from Linear Regression?
  • Advantages and Disadvantages over Linear Regression

Module 7: CHAID Algorithm

  • What is CHAID/CART Algorithm?
  • Chi-Square Statistics
  • Implement Chi-Square for Decision Tree Development
  • CHAID Vs CART

Module 8: Other Algorithms

  • ID3
  • Random Forest Method
  • Using R for Random Forest Method
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Who should attend this Decision Tree Modelling Using R Training Course?

The Decision Tree Modelling Using R Training Course in Pune offers a detailed exploration of decision tree models, one of the most widely used algorithms in Machine Learning and Data Science. This course can be beneficial for various professionals, including:

  • Data Scientists
  • Machine Learning Engineers
  • Data Analysts
  • Research Scientists
  • Quantitative Researchers
  • Risk Assessment Managers
  • Predictive Modelers

Prerequisites of the Decision Tree Modelling Using R Training Course

There are no formal prerequisites for attending this Decision Tree Modelling Using R Training Course. However, having some knowledge of the R programming language will be helpful.

Decision Tree Modelling Using R Training Course Overview

Decision Tree Modelling Using R is a formidable analytical technique with wide-ranging applications across diverse industries in Pune, including finance, automotive, and telecommunications. It serves as a powerful tool for making data-driven decisions, enabling businesses to navigate complex scenarios and optimize outcomes.

Proficiency in Decision Tree Modelling Using R is essential for professionals in Pune seeking to enhance their data science skills and make informed decisions rooted in data analysis. Data scientists, business analysts, financial experts, and professionals in various industries can greatly benefit from mastering this technique. In an era where data-driven decision-making is paramount, Decision Tree Modelling equips professionals with the ability to dissect data, identify patterns, and derive actionable insights.

This intensive 1-day Decision Tree Modelling Using R Certification course in Pune immerses delegates in a comprehensive exploration of Decision Tree Modelling concepts. They will embark on a journey starting from the fundamentals of Decision Trees, progressing to advanced topics such as data design for modelling, algorithm details, industry best practices, validation techniques, and practical applications using the R programming language.

Course Objectives

  • To Understand the fundamentals of Decision Tree Modelling
  • To Learn data treatment and frequency distribution techniques
  • To Explore Decision Tree algorithm development and pruning
  • To Gain expertise in advanced topics like Random Forest and CHAID Algorithm
  • To Acquire practical skills in using R for Decision Tree Modelling
  • To Become proficient in applying Decision Tree Modelling to real-world scenarios

By the end of this course in Pune, delegates will emerge with expertise in Decision Tree Modelling using R, empowering them to leverage this powerful tool for data analysis and informed decision-making.

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What’s included in this Decision Tree Modelling Using R Training Course?

  • World-Class Training Sessions from Experienced Instructors
  • Decision Tree Modelling Using R Certificate
  • Digital Delegate Pack
Hands-On Labs: Included as part of our online instructor-led delivery, these labs provide real-world exercises in a simulated environment guided by expert instructors to enhance your practical skills.
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Train Your Workforce

Looking for Decision Tree Modeling Using R Training in-house or onsite training Pune. We specialise in corporate group training and bulk bookings for organisations of all sizes. Our trainers deliver tailored sessions at your premises, online, or hybrid, with best price guarantee, group discounts and flexible scheduling.

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The Knowledge Academy is an approved training supplier to 53,536 organisations across the UK, Europe, North America and Australia, so most buyers can book through their existing purchasing process with no new supplier setup.

Our Pune venue

Includes..

Free Wi-Fi

To make sure you’re always connected we offer completely free and easy to access wi-fi.

Air conditioned

To keep you comfortable during your course we offer a fully air conditioned environment.

Full IT support

IT support is on hand to sort out any unforseen issues that may arise.

Video equipment

This location has full video conferencing equipment.

Pune is one of the cities within Maharashtra, situated on the right bank of the Mutha River within the Deccan Plateau in the southern part of India. As well as Pune being acknowledged as the cultural capital of Maharashtra is it also the 71st largest city within the world and the second within its state. Schools within Pune are either run by educational trusts, private individuals or the Pune Municipal Corporation. Some of the schools include the New English School, Bhave School, The Bishop's School, St. Anne’s High School and Camp Education Society School. There is one main university which is linked to the colleges within Pune which is the Savitribai Phule Pun University some of which include the AISSMS College of Pharmacy, Sinhgad College of Engineering and the Balaji Institute of Modern Management Pune, other colleges within Pune which are affiliated with other universities or organisations include MIT Institute Of Design and Film and Television Institute of India. Some of the universities within Pune include the Institute of Armament Technology, Symbiosis International University, Bharati Vidyapeeth Deemed University, Indian Institute of Science Education and Research and many more all of which offer different types of courses and degrees in areas such as architecture, engineering, management studies, dentistry,  medicines, law, sciences, arts and commerce.

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Ways to take Decision Tree Modeling Using R Training in Pune

Live Online

The same live course from home, with a live instructor and other delegates. Mirrors the classroom schedule.

Best for: starting soon, without travel.

1 day · next Fri 8 Jan 2027

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Online Self-Paced

Study 24/7 on your own schedule through our learning platform, with progress tracking.

Best for: fitting study around work.

90 days of access

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Onsite

We bring the course to your team, at your premises, online or hybrid, on dates that suit you.

Best for: groups and bulk bookings.

Tailored to your team

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Package deals for Decision Tree Modeling Using R Training in Pune

Our training experts have compiled a range of course packages on a variety of categories in Decision Tree Modeling Using R Training, to boost your career. The packages consist of the best possible qualifications with Decision Tree Modeling Using R Training, and allows you to purchase multiple courses at a discounted rate.

Decision Tree Modeling Using R Training in Pune FAQs

What is the focus of this Decision Tree Modelling Using R Training?

This training teaches decision tree techniques using R programming. It helps delegates build, visualise, and evaluate classification and regression trees for predictive modelling, data mining, and machine learning applications across diverse real-world business and research problems.

What are the pre-requisites in taking up Decision Tree Modelling Using R Course?

There are no formal prerequisites for attending this Decision Tree Modelling Using R Training Course. However, having some knowledge of the R programming language will be helpful.

Who should attend this course?

This course is ideal for Data Analysts, Statisticians, Data Scientists, Business Intelligence Professionals, and anyone interested in predictive modelling using R. It’s also suitable for researchers and students pursuing advanced data analytics skills.

Do you offer support for the course?

Yes, The Knowledge Academy offers 24/7 support via phone & email before attending, during, and after the course. Our customer support team is available to assist and promptly resolve any issues you may encounter.

What is included in the course?

In this training course, delegates will have intensive training with our experienced instructors, a digital delegate pack consisting of important notes related to this course, and a certificate after course completion.

What is the duration of this course?

This course takes 1-Day to complete during which delegates participate in intensive learning sessions that cover various course topics.

How long until I receive the course confirmation details?

You should receive the confirmation details for the course within 24 hours after registration. If you haven't received it by then, please contact our support team for assistance.

What job opportunities will I get on completing Decision Tree Modelling Using R Course?

Roles include Data Scientist, Machine Learning Engineer, BI Analyst, Research Analyst, and Predictive Modeller. This certification boosts your employability in industries using data-driven decision-making and predictive analytics for business optimisation.

How popular is the Decision Tree Modelling Usig R Certification in Pune?

The certification is increasingly valued in Pune. As data science grows across sectors, professionals with R-based decision modelling skills are in demand for roles in finance, healthcare, marketing, and research.

Can I access the course materials from multiple devices?

Yes, you can access the course materials from multiple devices, allowing you to study and review content on various platforms such as laptops, tablets, or smartphones, providing flexibility and convenience in managing your learning experience.

What topics are covered in this course?

The course covers decision tree fundamentals, R programming basics, data preparation, classification tree development, project management applications, regression trees, pruning techniques, CHAID and CART algorithms, and other advanced methods like ID3 and Random Forest using R for predictive modelling.

How can I register for the course?

To register for the course, visit The Knowledge Academy's website, navigate to the course page, and click on the registration button. Fill in the required details, select your preferred schedule, and complete the payment process.

How will the demand in future be for professionals pursuing Decision Tree Modelling Using R Course?

Demand will continue rising with data-driven decision-making growing across industries. Professionals skilled in R-based modelling are well-positioned for roles in AI, analytics, and business strategy, ensuring strong future career prospects.

What is the cost/training fees for Decision Tree Modeling Using R Training in Pune?

The training fees for Decision Tree Modeling Using R Training in Pune starts from INR284995

Which is the best training institute/provider of Decision Tree Modeling Using R Training in Pune?

The Knowledge Academy is one of the Leading global training provider for Decision Tree Modeling Using R Training.

What are the best Data Science Courses courses in Pune?

Please see our Data Science Courses courses available in Pune

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