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Data Science - Regression and Clustering Models - Revised

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

Data Science
Free Course
Learn how to create regression models, classification models and clustering models in Azure ML, R and Python.
  • Duration

    2-3 Hours
  • Assessment

    Yes
  • Certification

    Yes
  • Responsive

    Yes
  • Publisher

    Channel 9

Description

Outcome

Certification

View course modules

Description

With this online course, Data science and Machine Learning essentials building Machine Learning Models, you will learn about three different types of models regression, classification and clustering. You will learn about how each of these models can be created in Azure ML, R and Python.

The course with reintroducing you to regression, where you will learn about what regression modelling is. You will learn about the steps you can take to improve your models. You will learn about Cross-validation is and how it can help you with your data. You will learn about using Azure MLs built-in modules Sweep parameters, and Permutation feature importance.

In the second module, you will learn about classification modelling, how the process is similar to the same as regression. You will learn you can uses many of same Azure ML built-in modules in classification that you could use in regression modelling. You will learn about the metrics for evaluating a classification models performance. You

The last module will teach you about unsupervised learning models. You will learn about cluster models K-means and hierarchical clustering. You will learn about how each clustering method works and about how to evaluate cluster models. You will learn about creating a clustering models in Python and R.

This free Alison course would be of great interest to those who wish to learn and expand their knowledge about data Science.

Perquisites: To complete this course successfully, you need a basic knowledge of mathematics, including linear algebra. Additionally, some programming experience, ideally in either R or Python, is assumed and you will need to have completed the previous course Data Science and Machine Learning Essentials Introduction to Data Science, Working with Data and Visualizing data and Exploring Models

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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 official Certification, which is a great way to share your achievement with the world. Your Alison Certification 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 Certification 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 Certification is available to purchase through the Alison Shop. For more information on purchasing Alison Certification, please visit our faqs. If you decide not to purchase your Alison Certification, 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 Certification pricing, please visit our Pricing Page.

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