Course
|
AI Fundamentals

Predicting Scenarios

Not all business situations boil down to numbers. Sometimes you need to predict an outcome that has only a few possible values. In this course, you'll learn how to predict scenarios with a limited number of outcomes using classification techniques.
1 HOUR
Intermediate
9 Lessons
CPE/CPD & NASBA ACREDITED
Learning Outcomes
Outline problems that can be solved using classification techniques
Explain how a decision tree makes predictions
Select the input variables for a decision tree
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Course
|
AI Fundamentals

Predicting Scenarios

Not all business situations boil down to numbers. Sometimes you need to predict an outcome that has only a few possible values. In this course, you'll learn how to predict scenarios with a limited number of outcomes using classification techniques.
1 HOUR
Intermediate
9 Lessons
CPE/CPD & NASBA ACREDITED
Learning Outcomes
Outline problems that can be solved using classification techniques
Explain how a decision tree makes predictions
Select the input variables for a decision tree
Leave your number for the fastest response

Get More Info

Looking to understand how Kubicle can better help your organization meet its learning objectives? Book some time with one of our consultants today.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.

What’s Included

9 Lessons
Predicting Using Classification
3 MINS
LESSON
Predicting Using Classification
Exercise

Classification problems occur when we want to predict a variable that can only have a small number of clearly defined values. In this lesson, we'll introduce the fundamental principles of classification.

Introducing Decision Trees
5 MINS
LESSON
Introducing Decision Trees
Exercise

Decision trees are a simple and intuitive classification algorithm. In this lesson, we learn how decision trees make predictions and introduce some of the terminology surrounding them.

Understanding Decision Tree Data
3 MINS
LESSON
Understanding Decision Tree Data
Exercise

Decision trees can be used when our data fulfill certain requirements. In this lesson, we learn what properties of a dataset allow us to create a decision tree.

Selecting Input Variables
4 MINS
LESSON
Selecting Input Variables
Exercise

Selecting the right input variables to include in a decision tree can be a difficult process. We'll learn how to approach this process in this lesson.

Growing the Tree
5 MINS
LESSON
Growing the Tree
Exercise

The first step in developing an effective decision tree is to grow the tree to a large size. We'll learn the principles of how this process works in this lesson.

Pruning the Tree
3 MINS
LESSON
Pruning the Tree
Exercise

After developing a large decision tree, we want to cut it back to a smaller size. We'll learn why we do this and the principles of how we do this in this lesson.

Analyzing the Decision Tree Structure
3 MINS
LESSON
Analyzing the Decision Tree Structure
Exercise

When you create a decision tree, you will see a number of different outputs. This lesson will explain what these outputs are and which are the most important.

Studying the Confusion Matrix
6 MINS
LESSON
Studying the Confusion Matrix
Exercise

The confusion matrix is a key tool for analyzing the accuracy of classification models and comparing different models to each other. This lesson introduces the concepts behind the confusion matrix and how to use it to calculate statistics that help us evaluate decision tree models.

Extending a Decision Tree
4 MINS
LESSON
Extending a Decision Tree
Exercise

Although decision trees are intuitive, a single decision tree is often not the best classification model. In this lesson, we learn why this is the case, and how to improve a decision tree model.

LESSON
Exercise

LESSON
Exercise

LESSON
Exercise

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Certifications
Earn a certificate with every exam you complete. All successful course completions are recognized by CPD, CPE, and NASBA. As your team gains confidence, skill, and speed, your firm becomes more competitive.
Earn cPE / CPD Credits
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Get More Info
Looking to understand how Kubicle can better help your organization meet its learning objectives?  Book some time with one of our consultants today.
Contact Information
Looking to speak to someone directly?
01 700 9000
info@kubicle.com
Dublin, Ireland
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