Free Online Diploma in Machine Learning with R Course | Alison
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Diploma in Machine Learning with R studio

Learn about Linear & Logistic Regression, Decision Trees & SVM in R programming with this Machine Learning in R course.

Data Science
Free Course
This free online Machine Learning in R course can help you launch a flourishing career in the field of Data Science & Machine Learning. This course covers the basic ML models such as Linear & Logistic regression and the advanced models such as Decision trees, SVM, XGBOOST, Forests etc. By the end of this course you will be able to confidently build predictive Machine Learning models to solve business problems as well as create business strategy.

Description

Modules

Outcome

Certification

View course modules

Description

This free online course Diploma in Machine Learning with R studio explains how machine learning (ML) techniques can be used to solve business problems. The course begins by explaining the basics of statistics, machine learning and the R programming language. This will help you set up your system and also provide the prerequisites for building machine learning models. Then you will learn about the primary functions of machine learning and different terms associated with machine learning.

Next, you will learn about Linear Regression, which is the most popular machine learning model. You will be shown how to prepare data for the analysis and how to perform a univariate analysis and bi-variate analysis to analyze the quality of data available. Once the data is ready, you will learn how to build simple linear regression and multiple linear regression models. You will also be introduced to other advanced regression models such as Lasso and Ridge regression.

The last three modules of the course will focus on advanced models of machine learning, including classification models such as logistic regression, KNN and LDA. You will also learn about decision trees and a specialized type of ML model called Support Vector Machines. By the end of this course, you should have a thorough understanding of how to use Machine Learning to create predictive models and solve business problems. So, why wait? Start the course today and build your confidence in creating ML models using R Studio in a few hours!

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Modules

Introduction to Machine Learning with R studio

Setting Up R studio and R Crash course

Basics of Statistics

Introduction to Machine Learning

Data Preprocessing and Preparation

Linear Regression Model

Regression Models other than OLS

Data Preparation

The Three Classification Models

Logistic Regression

Linear Discriminant Analysis

K-Nearest Neighbors

Comparing Results from 3 Models

Diploma in Machine Learning with R Studio - First Assessment

Simple Decision Trees

Simple Classification Tree

Ensemble Techniques

Concept

Creating Support Vector Machine Model in R

Diploma in Machine Learning with R Studio - Second Assessment

Conclusion

Course assessment

Learning Outcomes

Having completed this course, you will be able to:


  • Solve real life problems using the machine learning techniques
  • Compute the relationship between predictor and outpur variables using machine learning models such as Linear Regression, Logistic Regression, LDA etc.
  • Classify using Advanced Machine Learning models such as Decision trees, XGBoost, Random Forest, Support Vector Machines (SVM) etc.
  • Evaluate and implement basic statistical operations in R programming language
  • Recall the standard ML process from knowledge of data collection to data preprocessing to finally creating and evaluating an ML model

Certification

All Alison courses are free to enrol, study and complete. To successfully complete this Diploma course and become an Alison Graduate, you need to achieve 80% or higher in each course assessment. Once you have completed this Diploma course, you have the option to acquire an official Diploma, which is a great way to share your achievement with the world. Your Alison Diploma is:

Ideal for sharing with potential employers - include it in your CV, professional social media profiles and job applications
An indication of your commitment to continuously learn, upskill and achieve high results
An incentive for you to continue empowering yourself through lifelong learning

Alison offers 3 types of Diplomas for completed Diploma courses:

Digital Diploma - a downloadable Diploma in PDF format, immediately available to you when you complete your purchase
Diploma - a physical version of your officially branded and security-marked Diploma, posted to you with FREE shipping
Framed Diploma - a physical version of your officially branded and security-marked Diploma in a stylish frame, posted to you with FREE shipping

All Diplomas are available to purchase through the Alison Shop. For more information on purchasing Alison Diplomas, please visit our FAQs. If you decide not to purchase your Alison Diploma, you can still demonstrate your achievement by sharing your Learner Record or Learner Achievement Verification, both of which are accessible from your Dashboard. For more details on our Diploma pricing, please visit our Pricing Page.

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