Data Science - Regression and Clustering Models

by Alison

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

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1.5-3 Hours of Learning

Course Details

 

Online Data Science - Regression and Clustering Models course by Alison.com

 

This free online data modelling 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!

 

In This Free Course, You Will Learn How 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

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!

 

Certificate:

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 Diploma, 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 & achieve high results.

  • An incentive for you to continue empowering yourself through lifelong learning.

 

Online Data Science - Regression and Clustering Models course by Alison.com

  • Online Branch

    Online, Online, Online
  • Teacher's Name
  • Channel 9
  • Teacher's Experience
  • Channel 9 is a Microsoft community site created in 2004. Originally launched as the company's blog, it is run by MS developers and tech enthusiasts with the intention of letting those outside the company access the conversations going on within the IT giant. Channel 9 hosts video channels, podcasts and interviews with key players in the tech industry. Based on the content generated by the discussions among Microsoft employees, Channel 9 has created a series of courses that cover a wide range of computer science topics, from web page design and coding to database admin and network security. Drawing on expertise from a world leader in computing, Channel 9's courses provide you with the most up-to-date information on developments and trends in IT. As the courses are drawn from content generated by Microsoft employees, they have a strong focus on real workplace skills and are invaluable for teaching you what you need to thrive in the modern office environment
  • Gender
  • N/A
  • Teacher's Nationality
  • N/A

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