Data Science | Regression and Clustering Models | Alison
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Data Science - Regression and Clustering Models - Revised

Learn how to create regression models, data classification models, and cluster models in Azure ML, R and Python.

Data Science
Free Course
This free online data science course will teach you about Regression and Clustering Models. You will look into what regression modelling and classification modelling are, look at their similarity, and learn how each of these models can be created in Azure ML, R, and Python. This course will also discuss the metrics for evaluating a classification model's performance. You will also examine unsupervised learning models, and more!
  • Duration

    1.5-3 Hours
  • Assessment

    Yes
  • Certification

    Yes
  • Responsive

    Yes
  • Publisher

    Channel 9

Description

Modules

Outcome

Certification

View course modules

Description

This course begins by discussing the process of regression modelling and how to improve the model. You will learn how to refine a regression model with R and Python as well as study cross-validation including how it can help you with your data. This course will also teach you how to use Azure ML's built-in modules sweep parameters and permutation features. You will also learn the steps needed to cross-validate a model.

You will then study the process of classification modelling and how to improve the model. Just like the regression models, you can use the Evaluate Model module and sweep parameters module in classification modelling. With this course, you will learn the metrics for evaluating a classification model's performance as well as how to create a support vector machine model and a decision forest model. You will also learn that Data Preparation (Data munging) is the most time-consuming process of a Data Science project which is an iterative process.

Expand your knowledge in data science and the use of regression, classification, and clustering models with this online course from Alison. To complete this course successfully, you need a basic knowledge of mathematics, including linear algebra and some programming experience in either R or Python. It is also advised that you first finish the 'Introduction to Data Science', 'Working with Data', and 'Visualizing Data and Exploring Models' courses. Done with them? Then start this course today!

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Learning Outcomes

Upon successful completion of this course the learner will be able to:


  • Discuss the process of regression modelling and how to improve the model
  • Identify how to refine a regression model with R
  • Identify how to refine a regression model with Python
  • Discuss the process of classification modelling and how to improve the model
  • Recognise the metrics for evaluating a classification models performance
  • Outline how to create a support vector machine model and a decision forest model
  • Discuss the process of creating unsupervised learning models
  • Recognise how to create hierarchical and k-means clustering models in R
  • Recognise how to create hierarchical and k-means clustering models in Python

Certification

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

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

All Certificates are available to purchase through the Alison Shop. For more information on purchasing Alison Certificates, please visit our FAQs. If you decide not to purchase your Alison Certificate, 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 Certificate pricing, please visit our Pricing Page.

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