15 Best Decision Trees Courses Online
We compared 15 Decision Trees courses currently listed on Coursera and edX, priced from $49.00 to $249.00. 5 come from a named university or institution, including Stanford University, University of Pennsylvania and Google. They are ordered by our CourseAsk score, which is built from how thoroughly each course describes what it teaches, whether it comes from a named institution, and how it compares on price — not from star ratings, which our course data does not include.
- Courses compared
- 15
- Price range
- $49.00 – $249.00
- Providers
- Coursera, edX
- Last updated
- 18 Sep 2026
How these 15 courses were chosen
Every course below is a real, currently listed course from Coursera, edX, matched to "decision trees" by our catalog and ordered by our CourseAsk score. Courses whose own title names the topic rank above those only tagged with it.
The grade on each entry scores how much the provider publishes about the course before you pay — the length and detail of the description, whether it lists learning outcomes and objectives — and whether a named university or institution stands behind it. A is fully documented and institution-backed; E is little more than a title and a price. Courses with almost nothing published are left ungraded rather than marked down, because an unknown course and a poor one are not the same thing.
There are no star ratings on this page — the course feeds we license do not include them, and we would rather leave a column out than fill it with a number we cannot stand behind. What we do have is price: these range from $49.00 to $249.00, as listed by the provider when we last updated the page.
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1
Build Decision Trees, SVMs, and Artificial Neural Networks
Offered by CertNexus
There are numerous types of machine learning algorithms, each of which has certain characteristics that might make it more or less suitable for solving a particular problem. Decision trees and support-vector machines (SV...
$49.00listed price -
2
Master Decision Trees in R: Build, Predict & Evaluate
Offered by EDUCBA
Unlock the power of decision tree modeling in R and learn how to build, evaluate, and interpret predictive models for both classification and regression tasks. This course provides a structured, hands-on introduction to...
$49.00listed price -
3
Build & Evaluate Decision Trees for ML
Offered by Coursera
Are you ready to master one of machine learning’s most powerful and interpretable algorithms? This course will guide you through the complete journey of understanding, building, and evaluating decision tree models using...
$49.00listed price -
4
Machine Learning
Offered by Stanford University
The Machine Learning Specialization is a foundational online program created in collaboration between DeepLearning.AI and Stanford Online. This beginner-friendly program will teach you the fundamentals of machine learnin...
$49.00listed price -
5
How to Use Data
Offered by University of Pennsylvania
“How to Use Data” is designed to equip learners with the essential skills needed for a career in data analytics. This specialization emphasizes the ability to scope and answer critical business questions using data while...
$49.00listed price -
6
The Nuts and Bolts of Machine Learning
Offered by Google
This is the fifth course in the Google Advanced Data Analytics Certificate. In this course, you’ll learn about machine learning, which uses algorithms and statistics to teach computer systems to discover patterns in data...
$49.00listed price -
7
Machine Learning Algorithms: Supervised Learning Tip to Tail
Offered by Alberta Machine Intelligence Institute
This course takes you from understanding the fundamentals of a machine learning project. Learners will understand and implement supervised learning techniques on real case studies to analyze business case scenarios where...
$99.00listed price -
8
Introduction to Spreadsheets and Models
Offered by University of Pennsylvania
The simple spreadsheet is one of the most powerful data analysis tools that exists, and it’s available to almost anyone. Major corporations and small businesses alike use spreadsheet models to determine where key measure...
$99.00listed price -
9
Supervised Learning
Offered by University of Maryland Baltimore County
Learn how to build supervised learning models using Python and Sklearn (Sci-Learn). This course includes the most popular supervised learning models, including K-Nearest Neighbor (KNN), Support Vector Machines (SVM), Reg...
$249.00listed price -
10
Complete Visual Guide to Machine Learning
Offered by Maven Analytics
This course is for everyday people looking for an intuitive, beginner-friendly introduction to the world of machine learning and data science. Instead of memorizing complex math or writing code, we'll use simple, visual...
$49.00listed price -
11
Risk Analysis
Offered by LearnKartS
In today’s fast-paced projects, risks can appear at any moment and knowing how to manage them is what sets great professionals apart. Risk Analysis teaches you to identify, assess, and mitigate risks before they become p...
$49.00listed price -
12
Machine Learning, Data Science and Generative AI with Python
Offered by Packt
This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the co...
$49.00listed price -
13
Decision Making: Complete Guide
Offered by Chris Croft Training
Taught by world renowned speaker Chris Croft, this four-course Specialization provides a complete toolkit for making better decisions in work and everyday life. You'll learn how to generate creative solutions, recognise...
$49.00listed price -
14
Machine Learning with R: Build, Analyze & Predict
Offered by EDUCBA
Build a strong foundation in machine learning with R by combining statistical theory with practical implementation. In Master Machine Learning with R: Build, Analyze & Predict, you will learn how machine learning works,...
$49.00listed price -
15
Explainable AI (XAI)
Offered by Edureka
This specialization introduces you to Explainable Artificial Intelligence (XAI)—the principles, methods, and practices for understanding how machine learning models make decisions. You will learn foundational concepts in...
$49.00listed price
Best Decision Trees Courses Online compared
Prices shown are the provider's listed price when we last updated this page. Confirm on their site before enrolling.
What the prices here tell you
The 15 priced courses on this page run from $49.00 to $249.00, with the middle of the range around $49.00 — a spread of $200.00. That is a wide gap for one subject. A higher price on this page usually reflects who is behind the course rather than how much material it contains, so it is worth opening two or three at different price points and comparing their syllabus before deciding.
Who is behind these courses
These courses come from Coursera and edX. The platforms differ in how they sell: some charge once per course, others expect a subscription, and the listed price is not always what you pay at checkout after a promotion. 5 of these are produced by a named university or institution, including Stanford University, University of Pennsylvania and Google — which usually means a fixed syllabus and a recognised certificate, rather than an individual instructor’s own course.
Before you enrol
Open the provider’s own page and check three things this comparison cannot tell you: when the course was last updated, what the syllabus actually covers in its later sections, and what recent learners say. Prices shown here are the provider’s listed price when we last rebuilt this page on 18 September 2026 — they change often, and a promotion can move them substantially. We earn a commission if you enrol through our links, which costs you nothing and never affects the order courses appear in.