Course information

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 Sacramento 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 Sacramento, 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 Sacramento 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 Sacramento 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 Sacramento, 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

Why choose us

Our Sacramento 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.

Sacramento is situated near central valley at the joining of the Sacramento River and the American River, as well as it being the capital city of California it is also the sixth largest city within California and is home to around 485,199 people within 2014. Sacramento also has a metropolitan population of an estimated 2,414, 783 in 2010 therefore ranking it in third place as the largest metropolitan population within California. Sacramento is also the seat to the government of Sacramento County, and America’s most diverse city as of Harvard University civil rights project in 2002. There are a number of different types of schools, which are public, private or independent, the independent schools within Sacramento include the Waldorf School and the Sacramento Country Day School which was run by the California Association of Independent Schools as opposed to being one of the Roman Catholic Independent schools. The Public schools include Natomas Unified School District, Twin Rivers Unified School District, Sacramento City Unified School District and Elk Grove Unified School District. Some of the Universities within the city include Sacramento State (California State University, Sacramento) and University of California. Sacramento State University plays a big part in the education of students, as of 2004 they enrolled roughly 22,555 undergraduates within the eight colleges it operates. There is also a few universities with campuses in Sacramento which include the McGeroge School of law – University of Pacific, National University, Western Seminary and the University of San Francisco. All of the Universities offer students different types of courses and degrees some of which include graduate, undergraduate, bachelors, masters and doctoral degrees. Subjects can also differ depending on the institution with regards to public health sciences, administration, project management, business, sciences, law, counselling, education, mathematics, engineering, arts, sports and many more. Sacramento also consists of different schools which practise religion, these being an Islamic school the Masjid Annur, Christian schools such as the Sacramento Adventist Academy and the Capital Christian School as well as a Jewish school which is the Shalom School.

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Address

Sacremento, California

T: +1 7204454674

Ways to take this course

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Decision Tree Modeling Using R Training in Sacramento. Engage directly with expert instructors, mirroring the classroom schedule for a comprehensive learning journey. Enjoy the convenience of virtual learning without compromising on the quality of interaction.

Unlock your potential with The Knowledge Academy's Decision Tree Modeling Using R Training in Sacramento, accessible anytime, anywhere on any device. Enjoy 90 days of online course access, extendable upon request, and benefit from the support of our expert trainers. Elevate your skills at your own pace with our Online Self-paced sessions.

Streamline large-scale training requirements with The Knowledge Academy's In-house/Onsite at your business premises. Experience expert-led classroom learning from the comfort of your workplace and engage professional development.

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Team building opportunity

Our offers a unique chance for your team to bond and engage in discussions, enriching the learning experience beyond traditional classroom settings

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What our customers are saying

Decision Tree Modeling Using R Training in Sacramento FAQs

Please arrive at the venue at 8:45am.
Basic knowledge of R programming language required before attending this course.
This training course is ideal for anyone; however, Professionals and Students who want to enter the Analytics Industry. This course is also ideal for Analytics Professionals and Data Mining Professionals.
We are able to provide support via phone & email prior to attending, during and after the course.
Delegate pack consisting of course notes and exercises, Manual, Experienced Instructor, and Refreshments
This course is 1 days.
Once your booking has been placed and confirmed, you will receive an email which contains your course location, course overview, pre-course reading material (if required), course agenda and payment receipts
The training fees for Decision Tree Modeling Using R Trainingin Sacramento starts from $2495
The Knowledge Academy is the Leading global training provider for Decision Tree Modeling Using R Training.
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Flexible delivery methods are available depending on your learning style.

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Resources are included for a comprehensive learning experience.

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"Really good course and well organised. Trainer was great with a sense of humour - his experience allowed a free flowing course, structured to help you gain as much information & relevant experience whilst helping prepare you for the exam"

Joshua Davies, Thames Water

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