Build a Booking Assistant
Learn to build a machine learning model that understands patient requests and turns messy chat into organized medical appointments.
Like Duolingo, but for Build a Booking Assistant. Tomo turns the whole topic into a game you play five minutes a day, until it actually sticks.
A short one: 11 levels across 2 sections, about 22 minutes end to end, roughly 4 days at five minutes a day. It moves through Teaching the Brain to Listen and From Prediction to Action. It starts from scratch.
Free forever · No credit card · iPhone & Android

Key ideas in Build a Booking Assistant
- An intent is the 'why' behind a message
- Variety in sentence structure helps the model
- Intents are labels that group sentences
- Models fail with repeated keywords
- Specific message goal: cancel a visit
- Synonyms are essential
- Distinguishing intent from literal words
- Linguistic variety in training data
- Real patients use slang, typos, and incomplete sentences
- Training on 'messy' data (utterances) prepares the model for real-world use
- Over-polishing data makes the model fragile
- Generalization is the ability to handle new, unseen phrases
- The model is looking for patterns, not just matching exact words
- A hold-out set must be kept secret from the model during training
- Understanding the value of 'messy' natural language in training data
- Testing on the same data used for training gives a false sense of success
You've tried the other tabs
Thirty open tabs. Four facts you actually kept.
You watched. You nodded. By Sunday it was gone.
One answer, then back to scrolling.
Eight weeks. You meant to finish. You didn't.
Tomo gives Build a Booking Assistant the Duolingo treatment: levels, streaks, and quick quizzes that test what you just learned. That game loop is what the tabs above never had, so it's the one you actually finish.
Here's what playing it feels like
A real question from this course. Take your best guess.
Why should you use many different sentence structures when teaching your model a new goal?
Get it right to open this lesson and 10 more in the app.
How to learn Build a Booking Assistant, step by step
Go in order. 11 short levels across 2 sections, about 22 minutes in all, five minutes a day.
- 1
Teaching the Brain to Listen
- Mapping Words to Intent
- Extracting the Details
- 2
From Prediction to Action
- Handling the Messy Reality
- Connecting to the Calendar
2 sections · 4 units · 11 levels. Built to play, not to enroll.
Questions about Build a Booking Assistant
How do I learn Build a Booking Assistant?
Go in order: start with Teaching the Brain to Listen, then From Prediction to Action. On Tomo that's 11 short levels, about 22 minutes in all, played five minutes a day. Start free and play the first level in under a minute.
Is there a Duolingo-style app for Build a Booking Assistant?
Yes. Tomo works like Duolingo: short daily lessons, streaks and quick quizzes. Build a Booking Assistant is one of its free courses, and you can type any other topic to get a course of your own.
Is the Build a Booking Assistant course free?
Yes. Build a Booking Assistant is playable on Tomo's free plan, which doesn't expire. No credit card, no waitlist. Download the app and start your first lesson.
How long does it take to learn Build a Booking Assistant?
11 levels across 2 sections, about 22 minutes of play in total. It's built for five minutes a day, so you finish it a little at a time instead of all at once.
Do I need any background to start Build a Booking Assistant?
No. It's pitched at a beginner level, so it starts where you are and builds up. If you can tap a phone, you can start.
Tomo is in ChatGPT
Tomo is also a ChatGPT plugin: the same playable courses, built and played inside your chat.
Add Tomo to ChatGPT- What to ask
- “Make me a Tomo course on black holes.” “Turn this chat into a Tomo course.”
- What you get
- Quick questions with instant feedback, hearts and stars, ready to play in about a minute.
- Where it goes
- No sign-up to start. Connect your Tomo account and your streak carries on in the app.
You pick the voice
Build a Booking Assistant is taught in the Bestie style: your friend who just gets it. Want a different feel? In the app you can spin up the same topic in any of Tomo's teaching styles. Same facts, totally different vibe.
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Start Build a Booking Assistant today.
Download Tomo, search Build a Booking Assistant, and play your first lesson in under a minute.