# Best machine learning practice platforms

Source: https://freeaicourses.com/tools/ml-practice
Last checked: 2026-10-02 (free plans and prices on each maker's own pricing page)

## Short answer

Of the 3 machine learning practice platforms we rank, Google Colab is our top pick at 8.7 out of 10. If you are new to this, start with Teachable Machine. If you are experienced, try Kaggle Notebooks. Google Colab: Free of charge, but free GPU access is limited and not guaranteed.

## Sections

### Google Colab (8.7 out of 10)

Python notebooks in your browser with nothing to install. It's where most people write their first real ML code, and experts still use it for quick experiments.

Following course notebooks, trying ideas quickly, and borrowing a GPU when your laptop can't cope.

Free GPU access is limited and not guaranteed, sessions time out, and files vanish if you don't save to Drive. Don't build anything long-lived here.

Free of charge, but free GPU access is limited and not guaranteed.

Paid plans buy more compute; prices show after you sign in.

### Kaggle Notebooks (8.2 out of 10)

Cloud notebooks sitting right next to thousands of datasets and competitions. The Kaggle Learn courses run here, so it's a natural place to practise.

Practising on real datasets and reading other people's solutions.

The free GPU quota is about 30 hours a week, and competition leaderboards reward tricks that don't always matter in real projects.

Free, including an NVIDIA Tesla P100 GPU with a weekly quota of about 30 hours.

### Teachable Machine (7.8 out of 10)

Train your own image, sound or pose classifier in the browser with your webcam. Ten minutes here makes training data finally make sense.

Seeing what training, labels and bad data actually do, without writing a line of code.

It's a toy for learning. Once the idea clicks, move on to real tools such as Kaggle Notebooks.

## Best courses

- Machine Learning Crash Course
- Practical Deep Learning for Coders
- Kaggle Learn: Python

## Questions people ask

### What are the best machine learning practice platforms in 2026?

Our top pick is Google Colab (8.7/10), followed by Kaggle Notebooks and Teachable Machine. Python notebooks in your browser with nothing to install. It's where most people write their first real ML code, and experts still use it for quick experiments.

### Which machine learning practice platforms are best for beginners?

Start with Teachable Machine, then try Google Colab. Train your own image, sound or pose classifier in the browser with your webcam. Ten minutes here makes training data finally make sense.

### Which machine learning practice platforms are best for experts?

Google Colab is our pick for experienced users, with Kaggle Notebooks close behind. Python notebooks in your browser with nothing to install. It's where most people write their first real ML code, and experts still use it for quick experiments.

### What's the catch with Google Colab?

Free GPU access is limited and not guaranteed, sessions time out, and files vanish if you don't save to Drive. Don't build anything long-lived here.

### Are there free courses that teach machine learning practice platforms?

Yes. We recommend Machine Learning Crash Course (Google), Practical Deep Learning for Coders (fast.ai) and Kaggle Learn: Python (Kaggle). Each one is free and reviewed on FreeAICourses.com.

### Which machine learning practice platforms have a free plan?

Google Colab and Kaggle Notebooks have a free plan or free version.

## Related pages

- [Machine Learning Crash Course](https://freeaicourses.com/courses/machine-learning-crash-course)
- [Practical Deep Learning for Coders](https://freeaicourses.com/courses/practical-deep-learning-for-coders)
- [Kaggle Learn: Python](https://freeaicourses.com/courses/kaggle-python)
- [Best machine learning frameworks](https://freeaicourses.com/tools/ml-frameworks)
- [Best tools for running open AI models](https://freeaicourses.com/tools/open-models)
- [Best AI avatar video generators](https://freeaicourses.com/tools/ai-avatars)
- [AI tool rankings](https://freeaicourses.com/tools)