What does the Coomera AI project test?
Whether a model can predict traffic it has not seen yet. Learners use 176 council traffic counts from Coomera, taken between 2017 and 2026. Splitting them at random to test a model gives errors that jump around and can look better than reality. Training on the past and testing on 2024 to 2026 gives the honest figure, and a simple last-count rule does as well as the model.
Coomera is a changing part of the northern Gold Coast, home to young families, a train station and some roads that now carry many more cars than a few years ago. The City of Gold Coast surveys its streets repeatedly and publishes every count. A list of counts taken over nine years is exactly the kind of data where a careless test fools an AI builder.
Facts last verified 13 October 2026. Teaching is online; no Coomera branch is claimed.
Courses for learners who want to test models properly. The trial session points to the right one.

Training, testing and fair validation of models.
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Time-aware validation and baselines for forecasting.
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Python on public data, with dates handled properly.
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How AI learns from the past, in simple terms.
See the syllabusBrowse the course atlas for more than one hundred options and use the coding roadmap to check prerequisites.
The four we are known for
These run underneath everything above. Every one is live and online, placed by ability rather than by age, and the first class is free.

Python, web and AI projects where the learner still owns the thinking.
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Automate the work you already do, then let AI carry part of it.
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Train a model, read what it learned, and be able to say why it is wrong.
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Run AI coding agents on real work without losing control of the codebase.
See the syllabusFrom 2021 Census QuickStats for the Coomera suburb and locality (ABS SAL30688), read on 13 October 2026.
| Measure | Value |
|---|---|
| People | 20,225 |
| Median age | 29 |
| Families | 5,364 |
| Private dwellings | 6,957 |
| People per household | 3.1 |
| Bedrooms per dwelling | 3.7 |
| Share | Coomera | Queensland |
|---|---|---|
| Residents aged 5 to 9 | 8.9% (1,801) | 6.4% |
| Residents aged 10 to 14 | 8.2% (1,656) | 6.6% |
| Semi-detached, terrace or townhouse | 26.1% (1,623) | 11.7% |
| Drove a car to work | 65.2% (6,413) | 59.5% |
With a median age of 29, Coomera was younger than Queensland overall, whose median was 38.
Couples with children made up 47.5% of families, and households averaged 3.1 people.
The Census was taken during the pandemic, and a growing suburb changes quickly, so 2021 figures are a snapshot of a moving target.
ABS shares are rounded and small counts nudged for privacy. We copy them as printed and never add rows into totals.
The council's traffic survey list records 176 counts in Coomera, from March 2017 to July 2026. The task is to predict a count from earlier counts on the same street. Learners test the same simple model two ways: by shuffling all counts and holding out a random 53, and by training on counts before 2024 and testing on the 53 taken since.
| Test design | Street-level model | Site-level model |
|---|---|---|
| 200 random splits, range | 3,622 to 6,548 | 2,541 to 5,385 |
| 200 random splits, average | 5,159 | 3,817 |
| Time-ordered split, 2024 to 2026 | 6,147 | 3,568 |
| Baseline: last earlier count | 6,056 | 3,385 |
At street level, the average random split reports about 1,000 vehicles less error than the time-ordered test, because later counts on a street leak into training.
Depending only on the shuffle, the reported error ranges by nearly 3,000 vehicles. A builder who ran it once could report almost any number.
Using the last earlier count at the same site beats averaging all past counts, with an error of 3,385. Growth makes old counts misleading.
Foxwell Road between the Old Pacific Highway and Creek Road shows why. Its counts rise from 39,153 vehicles a day in 2020 to 50,345 in 2024 and 48,285 in 2026. Any model that mixes these years without regard to time will misjudge it.
Counts come from the City of Gold Coast Traffic Count layer, CC BY 3.0, queried on 13 October 2026, using rows whose suburb is Coomera. A street-level model pools all sites on a street; a site-level model uses street and location together. Splits, models and errors are our own calculation.
The code change is small: sort before splitting instead of shuffling. The thinking behind it is the lesson.
| Step | Learner task |
|---|---|
| 1 | Load the Coomera counts, convert survey dates and plot one street over time. |
| 2 | Write a predictor that averages earlier counts at the same street or site. |
| 3 | Score it on 200 random splits, then on the time-ordered split. |
| 4 | Add the last-count baseline and write which test matches real use. |
Step 4 asks learners to imagine using the model in 2027. Only the time-ordered test resembles that situation, so it is the number they report, even when a shuffled test once looked better. They also note how the result depends on what counts as the same place: pooling a whole street mixes quiet and busy sections.
Guess next week's weather from this week's, and see why peeking at next week is cheating.
Run both splits in Python and chart how the random error jumps between shuffles.
Apply time-ordered validation to sales, demand or staffing forecasts at work.
A few more Coomera details from the Translink feed and the Queensland Department of Education.
In the Translink feed of 7 October 2026, 17 route names stop inside Coomera, including Gold Coast line trains.
Our map test places 64 Translink stop records inside the Coomera outline.
Queensland state schools run Term 4 from Tuesday 5 October to Friday 10 December 2027.
Outline used
Coomera is the ABS suburb outline of about 24.7 square kilometres. Upper Coomera is a separate suburb and its counts are not used.
A guide to where learners usually start.
Block-code games about what comes next.
Scratch Coding for KidsAI Literacy for Kids (Ages 8 to 14)Charts, averages and simple predictions in Python.
Python and AI for KidsMaths Through CodingModels, splits and honest scores.
AI and Machine Learning for TeensData Science for TeensTime-aware models and statistics for work.
AI and ML MasterclassStatistics & ProbabilityMany default to a random split unless told otherwise.
Tools that train models automatically often shuffle before testing, because that suits many problems. For counts that grow over time, as on Coomera roads, that default can flatter the model and hide how unstable the score is.
Coomera learners know to ask how a model was tested before trusting its score, and to compare it with a plain baseline first.
Our AI classes teach learners to test models the way they will be used. The longer argument is in whether coding is still worth learning in 2026.
Lessons are live online, which suits busy northern Gold Coast family schedules.
Every class is run in real time with feedback on each learner's code.
Classes follow Queensland terms and break for holidays.
One trial class, then a short written recommendation.
Five to ten per level, or private teaching.
Roughly eight classes a month.
A 4pm Coomera class begins at 11:30am in India.
Steady clock
Queensland has not used daylight saving since March 1992 in the IANA time zone database, so the four-and-a-half-hour gap to India never changes.
All learners pay the same fees.
The first class is free, followed by a plan.
Group: roughly eight classes monthly, fifteen to twenty learners.
Private: roughly eight classes monthly with one teacher.
Fees are charged in US dollars, starting only after the trial has fixed a course and weekly time. The pricing page explains holidays and missed classes.
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Tell us the learner's age and interests. A child might play the weather-guessing game; a teenager might test the traffic model both ways.
Questions Coomera families and adult learners ask.
The 2021 Census counted 20,225 people in the Coomera suburb, with a median age of 29.
Dividing data into a part the model learns from and a part held back to check how well it predicts.
When data grow over time, a random split lets the model learn from the future. Its score can look better, and it varies a lot between shuffles.
No. Using the last earlier count at the same site gave a smaller error than averaging all earlier counts.
Younger learners explore prediction through games; real model testing usually starts in the teens.
From the City of Gold Coast Traffic Count layer, CC BY 3.0, queried on 13 October 2026.
No. Lessons are live online only, we have no Australian office, and our listed phone number is Indian.
The first lesson is free. Group classes cost USD 100 a month for two live lessons a week, about eight a month, in groups of fifteen to twenty, and one-to-one classes cost USD 150 a month. You agree the course and time before paying.
Fifteen to twenty learners at one level and pace, not grouped by age or suburb. One-to-one lessons suit anyone no group time fits.
Yes. Adults join adult groups or private classes, often to forecast numbers at work.
Northern Gold Coast families can also see the Gold Coast page, our Queensland guide and AI classes for teens.