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Google Machine Learning Crash Course
By Google. Visit Google Machine Learning Crash Course
Desk research from the maker's own pages. Not yet tried by us. Checked 2026-10-24.
Google's free self-paced introduction to machine learning, refreshed with a module on large language models. Short animated videos, interactive visuals and quizzes cover regression, classification, data prep, neural networks, embeddings and fairness, with coding exercises in Google Colab. Google asks learners to know some Python, NumPy and pandas plus algebra and basic statistics first, so it fits a math-strong teen.
Our take: A strong free next step for a teen who has done some coding and math; too hard as a first look at AI.
Checked in a browser
A browser check on 2026-10-25: what loads, the ads and trackers we saw, and what a child meets first. Not a hands-on test.
| Child safety: 4 out of 5 | No ads or chat; a Sign in link and links out to Google's social accounts. |
|---|---|
| Data: 4 out of 5 | Only Google Analytics and Tag Manager loaded; an embedded YouTube video's host loaded but no ad servers. |
| Ease: 4 out of 5 | A clear "Start Crash Course" button and module cards; the material is algebra and Python, suited to older teens. |
| Cost honesty: 5 out of 5 | Free; no upsell seen. |
What we found
- The first visit contacted 6 third-party hosts (Google Analytics, Tag Manager, fonts and youtube.com) and set 8 cookies.
- No ad networks or other trackers appeared.
- A "Sign in" link is in the header; the course opens without it.
- Module cards such as "Logistic Regression" and "Classification" use technical vocabulary.
From the test: A free, ad-free course for older teens, with only Google's own analytics on the first visit.
| Ages it suits | about 15+ (needs algebra and some Python) |
|---|---|
| What its terms say about age | No age rule on the course pages. Google's terms say anyone under the age to manage their own Google Account needs a parent's permission; the exercises run in Colab under a Google Account. (terms) |
| Price | Free. Free; Colab exercises are free of charge (Oct 2026). |
| Works on | Web |
| Account | No account needed |
| Ads | None |
| In-app purchases | None |
| The AI in it | Teaches how machine learning models and LLMs work; no AI tutor. |
What's good
- Free and well made, with interactive visuals
- Covers LLMs and fairness
- Modules can be taken in any order
Watch for
- Needs algebra, statistics and Python first
- No certificate or teacher
- Exercises need a Google Account
Data and privacy
Reading the course needs no account. Colab exercises fall under the Google Privacy Policy and Colab terms. Read the privacy policy.
Does it work?
No independent study found; the maker's own claims only.
In the Big Index
- On the list 18 gifts for teens who love AI
- The maker in the who's who: Google
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Where these facts come from
- https://developers.google.com/machine-learning/crash-course
- https://developers.google.com/machine-learning/crash-course/prereqs-and-prework
- https://policies.google.com/terms
- https://research.google.com/colaboratory/tos_v5.html
- https://research.google.com/colaboratory/faq.html
Prices, terms and features change. Nobody paid to be listed, nothing here is an affiliate link, and Peabody never rates itself. Where we and the maker disagree, the maker's own pages are the ones to trust.