Introduction to Machine Learning
No rocket science, no setup stress—just you, Python, and real-world machine learning for wine prediction and spam detection.
About this course
Machine learning doesn’t have to be overwhelming, and this course proves it.
You’ll explore core ML concepts through real-world stories and datasets, such as predicting wine quality, guarding SMS inboxes, classifying flowers, and clustering Comic-Con attendees. Along the way, you’ll implement every major algorithm yourself, step by step, including k-nearest neighbors, decision trees, and neural networks.
Some Python experience is recommended—just enough to write basic code and follow hands-on examples.
Your result: a true understanding of machine learning, not just in theory but through real code you’ve written yourself.
This course runs directly in your JetBrains IDE
Content
1. About
2. Why study machine learning
3. Neighbors and wine
4. Comic-Con and k-means
5. Horror Trees
6. Pima indians diabetes and linear classifier
7. Bayes Guards SMS
8. Iris Network
Learn with the tools developers use every day
Zoom
Zoom
Zoom
Zoom
What do you need to start?
The JetBrains Toolbox App 2.7+ makes setting up your course effortless. Already have a compatible IDE? It will launch it. If not, the app will install the right free IDE for your course.
Learn more about our licences here.
Click Launch course and then Allow to open the Toolbox App.
Select Always Allow to skip this confirmation in the future.
To return to the course later, find it in your IDE's recent projects.
Need more help? Check out our guide.
The JetBrains Toolbox App 2.7+ makes setting up your course effortless. Already have a compatible IDE? It will launch it. If not, the app will install the right free IDE for your course.
Learn more about our licences here.
Click Launch course and then Allow to open the Toolbox App.
Select Always Allow to skip this confirmation in the future.
To return to the course later, find it in your IDE's recent projects.
Need more help? Check out our guide.
FAQ and troubleshooting
Yes, you will need the JetBrains Toolbox App and a JetBrains IDE.
But don't worry! Just click the Open course button and then select Allow in the resultant popup to install the JetBrains Toolbox App. We've taken care of all the necessary settings, and the app will handle the rest of the setup for you.
The JetBrains Toolbox App checks which IDE is compatible with your course and whether it is installed on your computer. If you have the necessary IDE installed, the app will open it. If not, JetBrains Toolbox will initiate the installation, prioritizing free community editions.
Yes, the JetBrains Toolbox App is essential even if you already have a JetBrains IDE. It automatically prepares your IDE for studying by installing the essential plugins and updating the IDE if necessary.
Please make sure your version of the JetBrains Toolbox App is 2.6 or newer. To update, open the app and click Update Toolbox App to 2.6.x., or download the latest version here.
Yes! It's 100% free and works with both the free and paid versions of JetBrains IDEs.
If you're a student, apply for the Student Pack to get full access to JetBrains IDEs for the duration of your studies. If not, check if you qualify for a free non-commercial license.