Hands-On Machine Learning vs What Should My Bot Do
Hands-On Machine Learning vs What Should My Bot Do compared for 2026 — features, license, ease of use, performance and which one to choose. The notebooks of the best-selling ML book vs Five-question quiz suggests three agent jobs, with prompts.
Updated regularly · curated by olud.ai
Hands-On Machine Learning vs What Should My Bot Do at a glance
| Spec | Hands-On Machine Learning | What Should My Bot Do |
|---|---|---|
| Category | Learn AI & machine learning | Learn AI & machine learning |
| Type | Book notebooks | Hosted planner and prompt library |
| License | Apache-2.0 | Proprietary |
| Runs locally | Yes | No |
| Primary language | Jupyter | — |
| Ease of use | Intermediate | Beginner |
| Best for | the classic path from scikit-learn to deep learning | for a small-business owner deciding which job to give an AI assistant first |
| GitHub stars | 14.4k | — |
How Hands-On Machine Learning and What Should My Bot Do score
| Criterion | Hands-On Machine Learning | What Should My Bot Do |
|---|---|---|
| Popularity | 3.0 | n/a |
| Maintenance | 5.0 | n/a |
| Ease of use | 3.5 | 5.0 |
| Privacy | 5.0 | 3.5 |
| License freedom | 5.0 | 1.5 |
Scores are computed automatically from public signals — GitHub stars (popularity), recent commit activity (maintenance), license type (freedom), local-first design (privacy) and onboarding complexity (ease of use). Indicative, not a verdict.
What each one is
Hands-On Machine Learning
Aurélien Géron's companion notebooks: scikit-learn for classical ML, then Keras and TensorFlow for deep learning — the reference practical ML book.
- The most widely used practical ML book
- Every chapter is a runnable notebook
- Covers classical ML properly, not just neural nets
What Should My Bot Do
What Should My Bot Do is a hosted planner and prompt library for setting up an AI assistant. A five-question quiz suggests three jobs from 46 small-business routines, each with a copy-ready prompt for Grok Bot, ChatGPT, Claude and n8n. No signup; free, with a $29 routine pack and a $149 setup service. Note before using it: the routines run on your own messaging, social and booking accounts, whose platform rules decide what is allowed.
- Planner, use-case pages and templates work without an account or signup.
- Each of the 46 routines comes in four versions: Grok Bot, ChatGPT, Claude and n8n.
- Drafts-first prompts: the bot drafts the email, reply or post and waits for approval.
Key differences
Hands-On Machine Learning is book notebooks, while What Should My Bot Do is hosted planner and prompt library. Their licenses differ (Apache-2.0 vs Proprietary), which matters if you ship a commercial product. Hands-On Machine Learning leans more intermediate-friendly, whereas What Should My Bot Do is more suited to beginner users. They also differ in how they run (Yes vs No). In short, Hands-On Machine Learning fits the classic path from scikit-learn to deep learning, and What Should My Bot Do fits for a small-business owner deciding which job to give an AI assistant first.
Which should you choose?
Choose Hands-On Machine Learning for the classic path from scikit-learn to deep learning. Choose What Should My Bot Do for for a small-business owner deciding which job to give an AI assistant first.
There is rarely one winner — many setups use both. The right pick depends on your hardware, your team's skills, and whether you value simplicity or control.
Frequently asked questions
Is Hands-On Machine Learning or What Should My Bot Do easier to use?
What Should My Bot Do is generally the easier of the two to get started with, while Hands-On Machine Learning rewards more setup with more control.
Are Hands-On Machine Learning and What Should My Bot Do free?
Hands-On Machine Learning is free and open source (Apache-2.0), and What Should My Bot Do is free to use but closed source. Neither charges for the core software.
Can I run Hands-On Machine Learning and What Should My Bot Do locally?
Hands-On Machine Learning: yes · What Should My Bot Do: no. Both can be used without sending your data to a third-party cloud where their setup allows.
Hands-On Machine Learning vs What Should My Bot Do — which should I pick in 2026?
Choose Hands-On Machine Learning for the classic path from scikit-learn to deep learning. Choose What Should My Bot Do for for a small-business owner deciding which job to give an AI assistant first.
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