What makes the best coding and AI classes for Boroondara learners?
Live lessons where a learner writes real code on real public data, at their own level. Boroondara is a council of 167,900 residents (2021 Census) where 52.3% of adults hold a bachelor degree or higher, so many families want depth: Python, data handling and AI, not only games.
Fifteen railway stations sit inside the City of Boroondara, from Glenferrie to Alamein, and the state publishes how many people entered each one every financial year. Put those numbers into a pandas pivot table and you get a neat grid, plus a margin row that looks like a council total. Reading that margin honestly is the lesson.
Facts last verified 10 October 2026. Teaching is online; no Boroondara branch is claimed.
Each course here builds toward the table-handling skills in the station project, at a pace set by the learner. The free first lesson settles where to begin.

Python from first lines to files, dictionaries and small data programs.
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pandas tables, grouping and charts, then first machine learning models.
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Spreadsheets, SQL and Python side by side, including pivot tables in each.
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From clean data to models that predict, with honest evaluation.
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 syllabusFigures for the City of Boroondara local government area (ABS code LGA21110) from the 2021 Census QuickStats, read in October 2026.
| Headline | Boroondara |
|---|---|
| Residents | 167,900 |
| Median age | 40 |
| Families | 44,611 |
| Private dwellings | 72,817 |
| Average people per household | 2.5 |
| Average motor vehicles per dwelling | 1.7 |
| Measure | Boroondara | Victoria |
|---|---|---|
| Adults with a bachelor degree or higher | 52.3% (73,669) | 29.2% |
| Workers employed as professionals | 40.3% (35,030) | 25.0% |
| Homes that are separate houses | 55.4% (34,771) | 73.4% |
| Homes that are flats or apartments | 24.2% (15,162) | 12.1% |
11,314 residents, 6.7%, were aged 10 to 14, a common age to move from blocks into Python.
8,964 residents, 5.3%, were aged 5 to 9 on Census night.
The count was taken during a Melbourne lockdown, so the 42.0% of workers at home (36,499) says more about August 2021 than a usual week.
QuickStats rounds its percentages and adjusts small counts for privacy. We print each figure as published and do not add bands together into new totals.
We took the annual station entry files for FY18-19 to FY24-25, kept the stations whose published coordinates fall inside the ABS council boundary, and pivoted them: one row per station, one column per financial year, entries in each cell. Every sum below is our own, built from estimates the department rounds to the nearest 50.
| Station | FY18-19 | FY20-21 | FY24-25 |
|---|---|---|---|
| Glenferrie | 2,729,100 | 749,450 | 1,978,650 |
| Camberwell | 1,969,600 | 641,150 | 1,260,400 |
| Auburn | 744,050 | 278,650 | 650,000 |
| Hawthorn | 709,100 | 243,600 | 531,400 |
| Surrey Hills | 725,200 | 245,900 | no row |
| Union | no row | no row | 593,100 |
| Willison | 102,600 | 32,400 | 73,100 |
| Margin cell | Value | Read it as |
|---|---|---|
| All stations, FY18-19 | 9,092,350 | sum of 14 station rows that year |
| All stations, FY24-25 | 6,525,800 | sum of a different set of 14 rows |
| Surrey Hills, all years | 1,956,750 | five years of data |
| Union, all years | 1,156,750 | three years of data |
Fifteen station names across seven years make 105 cells, but only 99 hold a number. Surrey Hills has no row after FY22-23 and Union none before it; pandas leaves those cells as NaN.
The FY24-25 margin, 6,525,800, is 71.8% of the FY18-19 margin. Keeping only the 13 stations present in both years gives 70.9%: close here, but a different calculation.
Glenferrie's 1,978,650 entries in FY24-25 are 30.3% of that year's margin, so any change there moves the council figure.
With aggfunc set to mean, the grand margin is the average of all 99 filled cells, 414,727 entries. The average of each station's own average is 413,171. Missing cells are why the two differ, and pandas will not warn you.
We report the movements and claim no reason for any of them. Station coordinates come from the patronage file itself, so a station that sits on the council line is placed by that point alone.
pandas.pivot_table turns a long list of rows into a grid. The learner chooses what forms the rows, the columns, the values and the way cells combine.
| Argument | In this project |
|---|---|
| index | station name, one row each |
| columns | financial year, one column each |
| values and aggfunc | annual entries, combined by sum or by mean |
| margins | adds an All row and column computed from the same rows |
The margins are not computed from the rounded cells you see on screen; they are computed again from the underlying rows. With sum that makes no difference here. With mean it does, which is why a learner should print both and explain the gap before trusting either.
Build a tally chart of classmates' favourite fruits by day, then add the totals row by hand.
Rebuild the station grid, then find which stations make the margins unequal.
Pivot a work spreadsheet and write one sentence on what each margin cell means.
From the Victorian school locations file, the station entry files and the state calendar.
The 2025 school locations file lists 27 government schools in the council: 20 primary, 6 secondary and 1 specific-purpose school.
Fourteen stations have FY24-25 entry figures inside the boundary, from Glenferrie to Alamein.
Victorian government school students start on Thursday 28 January 2027, and Term 1 ends on Thursday 25 March.
Council boundary
Every count on this page uses the ABS boundary of the City of Boroondara, about 60.2 square kilometres. Neighbouring councils are not included.
The starting rung depends on the learner, not the birthday. A free first lesson finds it.
Scratch projects that count, sort and draw simple charts.
Scratch Coding for KidsCoding for KidsLists, loops and small programs that read a file of numbers.
Python and AI for KidsMaths Through CodingTables, grouping, pivots and charts on public data.
Python for TeensData Science for TeensSQL, Python and machine learning for study or work.
Data Analysis CourseAI and ML MasterclassBecause the code is the easy part; reading the margins is not.
Ask an assistant for "entries by station and year with totals" and it will hand back a correct pivot_table call in seconds. The output will show a tidy All row, and nothing on screen says that two of the stations in it did not exist for the whole period.
A student who has counted the empty cells knows to ask which rows feed each margin, and can say whether a fall in the council figure is a fall at the stations or a change in the list of stations. That habit is what turns generated code into a figure worth repeating.
The skill Boroondara learners take away is asking what each number is a sum of. The longer argument is in why teenagers should still learn to code in 2026.
Lessons happen on a video call with a shared screen, so the learner stays at home in Kew, Hawthorn or Balwyn alike.
The teacher watches the learner's own code run and fixes misunderstandings on the spot.
The timetable follows the four state school terms and pauses for the holidays.
The first full lesson is free and ends with a course and time recommendation.
Fifteen to twenty learners at the same level, drawn from many places, never sorted by postcode.
Two fixed lessons each week, around eight a month, keep skills from fading.
A 6pm Boroondara lesson is 12:30pm India time while Melbourne is on daylight saving, and 1:30pm after it ends.
Melbourne time on every message
Daylight saving in Melbourne runs from Sunday 4 October 2026 to Sunday 4 April 2027; India keeps one time all year, so we always quote lesson times in Melbourne time.
The same three choices for every family.
Your first lesson is free and comes with an honest recommendation.
One month of group lessons, usually eight, with fifteen to twenty learners at a matched level.
One month of private lessons, usually eight, with a single teacher.
Boroondara families pay in US dollars, as everyone outside India does. Nothing is charged until the trial has fixed the course and lesson time, and the pricing page explains holidays and missed lessons.
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Share the learner's age and what they enjoy. A younger child might begin with a Scratch tally game; a senior student might start on the station pivot table.
Questions Boroondara parents and adult learners ask before they book.
The 2021 Census counted 167,900 residents in the council, with a median age of 40.
A pivot table regroups a long list of records into a grid, with one category down the side, another across the top and a combined value in each cell. Spreadsheets, SQL and pandas all have one.
Margins add an All row and an All column that combine the same underlying rows with the same function. They are only as comparable as the rows behind them, which is why our Boroondara grid needs care.
Glenferrie, with 1,978,650 entries in the department's FY24-25 file, ahead of Camberwell at 1,260,400.
Most children start Python somewhere between nine and twelve, once typing is comfortable. Before that, blocks teach the same logic.
Yes, with technique and practice for VCE Applied Computing and Algorithmics. Assessed school work stays the student's own.
No. All teaching is live online, we have no Australian office, and the phone number we list is in India.
The first lesson is free. Group classes are USD 100 a month for two live lessons a week, about eight a month, in groups of fifteen to twenty; one-to-one classes are USD 150 a month. Course and time are agreed before any payment.
Fifteen to twenty, matched on level and pace rather than age or suburb, with private lessons when no group time suits.
Yes. Adults learn in adult groups or one to one, often starting from data they use at work.
The Melbourne page covers the wider city, the Victoria guide explains the state system, and senior students can read about VCE Applied Computing: Data Analytics.