Tasting Machine Learning with Minitab Predictive Analytics

Minitab Machine Learning Preview: A Bite-Sized Look at Predictive Analytics. Regression, Classification

4.65 (15 reviews)
Udemy
platform
English
language
Data Science
category
1,430
students
1 hour
content
Mar 2023
last update
FREE
regular price

What you will learn

Understand the concept of regression analysis and its applications in predictive modeling.

Understand the concepts of overfitting and underfitting.

Learn how to build a regression tree using Minitab.

Learn how to set up a binary logistic regression model using Minitab.

Practice building a classification tree and using it for prediction using Minitab.

Description

In this mini-course, "Tasting Machine Learning with Minitab Predictive Analytics", you will gain an introduction to the world of predictive analytics and machine learning using Minitab statistical software.


Through five lectures, you will learn about regression analysis and classification, two fundamental techniques in predictive modeling. In the first two lectures, you will learn how to set up and verify regression models, as well as how to identify and address potential issues with overfitting or underfitting. In Lecture 3, you will explore regression trees, which are a powerful alternative to linear regression when the relationship between variables is non-linear.


In Lecture 4, you will delve into binary logistic regression, which is a technique used for predicting binary outcomes (such as "yes" or "no" responses). You will learn how to set up and evaluate a binary logistic regression model. Finally, in Lecture 5, you will discover classification trees, which are a type of decision tree used to classify objects or cases into different categories. You will learn how to build and interpret classification trees, and use them for prediction.


By the end of this mini-course, you will have gained practical experience in building and evaluating regression and classification models using Minitab, and an understanding of how these techniques can be applied in various real-world scenarios. Whether you are new to machine learning or looking to expand your knowledge, this mini-course is an excellent opportunity to explore the basics of predictive analytics with Minitab.

Content

Tasting Machine Learning with Minitab Predictive Analytics

Regression 1. Setting up a Regression Model
Regression 2. Verification of the Model. Checking Over- or Underfitting
Regression Tree
Classification with Binary Logistic Regression
Classification Tree

Screenshots

Tasting Machine Learning with Minitab Predictive Analytics - Screenshot_01Tasting Machine Learning with Minitab Predictive Analytics - Screenshot_02Tasting Machine Learning with Minitab Predictive Analytics - Screenshot_03Tasting Machine Learning with Minitab Predictive Analytics - Screenshot_04

Reviews

Manish
August 28, 2023
Well curated and great demonstration of machine learning with Minitab!! Recommended for all data scientist and Machine learning enthusiasts!!
Tíbor
April 6, 2023
It is a very interesting subject. It's insightful, understandable. The animations are very good. The presentation style is excellent, understandable. I would recommend the course to anyone who wants to get a quick and efficient insight into the world of ML.
Istvan
April 2, 2023
It is excellent material on the basics of machine learning and gives a very solid foundation for the professionals

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5207602
udemy ID
3/12/2023
course created date
3/31/2023
course indexed date
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