---
title: "AI and Programming Classes in the Northern Beaches, Sydney"
description: "Live online AI and programming classes for Northern Beaches children, teenagers and adults, from Scratch and Python to machine learning, in small groups."
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---
> Live online AI and programming classes for Northern Beaches children, teenagers and adults, from Scratch and Python to machine learning, in small groups.

Skip to contentCourse picks for the Northern Beaches

## Courses where models get tested, not just trained

Every course here includes the testing habit behind the peninsula project. The free trial confirms the level, and no payment is taken until course and time are agreed.

[![AI and Machine Learning for Teens course thumbnail](/images/ai-ml-teens.webp)Ages 13 to 17AI and Machine Learning for TeensNearest-neighbour models, training and test splits, and cross-validation built step by step in Python.See the syllabus](/courses/ai-ml-masterclass-teens)[![Data Science for Teens course thumbnail](/images/data-science-teens.webp)Ages 13 to 17Data Science for TeensReading public tables like Census QuickStats, cleaning them and charting what they show.See the syllabus](/courses/data-science-course-for-teens-python-data)[![Statistics & Probability course thumbnail](/images/statistics-probability-maths.webp)Ages 14 and overStatistics & ProbabilityAverages, error and variability, so a model score is read with its uncertainty.See the syllabus](/courses/statistics-probability-maths-course)[![Artificial Intelligence Course course thumbnail](/images/ai-college.webp)University and adultArtificial Intelligence CourseMachine learning from first principles to evaluation methods used at work.See the syllabus](/courses/artificial-intelligence-complete-masterclass-college)

Browse the [course atlas](/course-atlas) for more than one hundred options and use the [coding roadmap](/coding-roadmap) to check prerequisites.

The four we are known for

### Python, AI, vibe coding and agentic coding

These run underneath everything above. Every one is live and online, placed by ability rather than by age, and the first class is free.

[![Vibe Coding for Teens course thumbnail](/images/vibe-coding-teens.webp)Vibe codingAges 13 to 17Vibe Coding for TeensPython, web and AI projects where the learner still owns the thinking.See the syllabus](/courses/vibe-coding-for-teens-python-web-ai-projects-course)[![Python Automation Course course thumbnail](/images/python-college.webp)Python and AICollege and adultPython Automation CourseAutomate the work you already do, then let AI carry part of it.See the syllabus](/courses/python-ai-automation-masterclass-college)[![AI and Machine Learning for Teens course thumbnail](/images/ai-ml-teens.webp)AI and MLAges 14 to 18AI and Machine Learning for TeensTrain a model, read what it learned, and be able to say why it is wrong.See the syllabus](/courses/ai-ml-masterclass-teens)[![Codex & Claude Code course thumbnail](/images/codex-claude-code-adults.webp)Agentic codingProfessionalsCodex & Claude CodeRun AI coding agents on real work without losing control of the codebase.See the syllabus](/courses/codex-and-claude-code-ai-coding-agents-masterclass-for-adults-professionals)The council area in the Census

## A family council area, Palm Beach to Manly

Figures for the Northern Beaches local government area (ABS code LGA15990) from the 2021 Census QuickStats, with the matching state and national figures.

| Headline | Northern Beaches |
| --- | --- |
| Residents | 263,554 |
| Median age | 41 |
| Families | 72,448 |
| Private dwellings | 105,017 |
| Average people per household | 2.7 |

| Measure | Northern Beaches | NSW | Australia |
| --- | --- | --- | --- |
| Couple families with children | 49.9% (36,150) | 44.7% | 43.7% |
| Homes that are separate houses | 57.3% (54,040) | 65.6% | 72.3% |
| Homes that are flats or apartments | 33.4% (31,478) | 21.7% | 14.2% |
| Adults with a bachelor degree or higher | 37.7% (81,083) | 27.8% | 26.3% |
| Workers employed as managers | 20.9% (28,442) | 14.6% | 13.7% |

### Home offices

In the August 2021 lockdown, 59,959 employed residents, 44.0%, worked from home on Census day.

### Driving to work

44,891 workers, 33.0%, drove to work that day, compared with 43.1% across the state.

### Professionals

41,531 working residents, 30.5%, were employed as professionals.

Census figures are lightly adjusted by the bureau to protect privacy, so the 19 smaller areas below are shown one by one and never added up to make a council total.

Signature project

## Can neighbours predict an area's median age?

The council contains 19 statistical areas (SA2s). For each one we took the median age published in QuickStats and an approximate centre point, then asked a three-neighbour model to guess each median age from the three closest other areas.

| Statistical area | Median age | North-south block |
| --- | --- | --- |
| Avalon - Palm Beach | 48 | 1 |
| Bayview - Elanora Heights | 49 | 1 |
| Newport - Bilgola | 46 | 1 |
| Terrey Hills - Duffys Forest | 47 | 1 |
| Mona Vale - Warriewood (North) | 45 | 2 |
| North Narrabeen - Warriewood (South) | 40 | 2 |
| Narrabeen - Wheeler Heights | 46 | 2 |
| Belrose | 46 | 2 |
| Cromer | 42 | 2 |
| Collaroy - Collaroy Plateau | 41 | 3 |
| Frenchs Forest - Oxford Falls | 41 | 3 |
| Dee Why - North | 36 | 3 |
| Beacon Hill - Narraweena | 42 | 3 |
| Dee Why (South) - North Curl Curl | 38 | 3 |
| Forestville - Killarney Heights | 43 | 4 |
| Freshwater - Brookvale | 37 | 4 |
| Manly Vale - Allambie Heights | 40 | 4 |
| Balgowlah - Clontarf - Seaforth | 42 | 4 |
| Manly - Fairlight | 38 | 4 |

| How the test is split | Three-neighbour model | Guess the average |
| --- | --- | --- |
| Random folds, average of 200 shuffles | 2.23 | 3.36 |
| Random folds, luckiest and unluckiest shuffle | 1.77 and 2.95 |   |
| Four north-to-south blocks | 2.72 | 3.93 |

### Random folds

Hold out areas at random and a test area usually still has its next-door neighbours in the training data, so the model looks strong.

### Block folds

Hold out a whole stretch of the peninsula, such as Avalon to Terrey Hills, and the model must guess from areas further away. The error rises to 2.72 years.

### Still useful

Even with blocks, the neighbour model beats simply guessing the average of the other areas, 2.72 years against 3.93.

### The result that did not hold

Cut the peninsula into five blocks instead of four and the gap disappears: 2.19 years both ways. Use one neighbour instead of three and blocks score better than random folds. With only 19 areas, the choice of split moves the score as much as the model does.

The model, the blocks and the error figures are our own work; the median ages are published ABS values printed exactly. The lesson is about how to measure, not a claim about why ages differ along the coast.

Inside the model

## What students write, in four steps

The whole project is short enough for a teenager to write in a few lessons, and each step teaches a habit that carries over to bigger machine learning work.

| Step | What the code does | Habit it builds |
| --- | --- | --- |
| Distance | Measures kilometres between area centres on a sphere | Using the right distance for the data |
| Guess | Averages the median ages of the nearest areas | Starting from a simple, explainable model |
| Split | Builds random folds and north-to-south blocks | Asking whether test data is truly unseen |
| Repeat | Reruns the random split 200 times | Reporting a range, not one lucky number |

The same caution applies far beyond maps. Readings taken minutes apart, photos of the same person, or sales from the same shop all leak information between training and test data if they are split at random.

### Younger learners

Play a guessing game on a map: can you guess a beach's temperature from the beaches beside it, and is it fair if you peeked?

### Teenagers

Code the model, the folds and the baseline, then write a short note on which score to believe and why.

### Adults

Apply grouped and time-based splits to work data before trusting any accuracy figure.

Schools on the peninsula

## Classrooms in Manly since 1858

From the NSW government schools file and the school calendar.

### 46 government schools

The NSW schools file lists 46 government schools in the council area, including 30 primary and 11 secondary schools.

### The oldest

Manly Village Public School records its first teacher in 1858, followed by Seaforth Public School in 1881 and Brookvale Public School in 1887.

### Term 1, 2027

Eastern division schools start Term 1 of 2027 on Wednesday 3 February and finish it on Friday 9 April.

Areas, not suburbs

The 19 statistical areas are ABS units that often join two suburbs, such as Collaroy and Collaroy Plateau. The council headline figures cover all of them.

Learning ladder

## From a map guessing game to honest model scores

Ages are a guide only; the free trial lesson sets the real starting point.

Ages 6 to 10

### Scratch and logic

Games with rules, patterns and simple predictions, built in blocks.

[Scratch Coding for Kids](/courses/scratch-programming-complete-course)[Problem Solving and Computational Thinking for Kids](/courses/problem-solving-and-computational-thinking-for-kids)Ages 10 to 14

### Python and first AI

Python basics, then small models that learn from examples.

[Python and AI for Kids](/courses/python-ai-kids-masterclass)[Python for Teens](/courses/python-complete-masterclass-teens)Ages 14 to 18

### Machine learning

Models, data and fair testing, including cross-validation.

[AI and Machine Learning for Teens](/courses/ai-ml-masterclass-teens)[Data Science for Teens](/courses/data-science-course-for-teens-python-data)University and adult

### AI for work

Evaluation, data pipelines and models that hold up outside the notebook.

[Artificial Intelligence Course](/courses/artificial-intelligence-complete-masterclass-college)[Data Science Course](/courses/data-science-complete-masterclass-college)Coding and AI

## If AI tools can train a model in seconds, what is left for a Northern Beaches student to learn?

Judging the result. Training is now the easy part; knowing whether a score means anything is the skill.

Ask an AI assistant for a model and a cross-validation score and it will usually split the data at random, because that is the default. On data with a map, a calendar or repeated people in it, that default can report a model as better than it is, and the code will run without a single warning.

A student who has watched the peninsula error move from 2.23 to 2.72 years just by changing the split knows to ask how the test was built. That question is what employers and universities want from people who work with AI.

The student who questions the split is the one who can be trusted with the model. The longer argument is in [why teenagers should still learn to code in 2026](/blog/is-coding-worth-learning-2026).

Delivery

## Every lesson reaches Palm Beach as easily as Manly

Lessons are live online, so the length of the peninsula and the traffic on its main road make no difference.

### No commute

Learners join from home on a laptop, with no trip to a centre before or after school.

### Follows NSW terms

Plans follow NSW syllabus stages and pause in the NSW school holidays.

### Free full trial

The trial is a real lesson that ends with a recommended course, level and time.

### Groups of fifteen to twenty

Learners are grouped by level and goals, alongside students from other places.

### Twice weekly

Two fixed lessons each week, about eight a month; agreed breaks are planned ahead.

### India-based teachers

A 4:30pm Northern Beaches lesson during daylight saving is 11am in India, and 12 noon there once the clocks go back.

Clock changes

Sydney daylight saving begins on Sunday 4 October 2026 and ends on Sunday 4 April 2027. India does not change its clocks, and we always quote lesson times in Sydney time.

Fees

## Fees for Northern Beaches learners

Three figures, and nothing hidden.

First class**USD 0**

The first class is free and finishes with an honest course suggestion.

Group tuition**USD 100**

One month of group classes, normally eight, with fifteen to twenty learners of a similar level.

Private tuition**USD 150**

About eight one-to-one lessons a month with the same teacher.

Families outside India pay in US dollars, so every Northern Beaches family sees the same price. Payment starts only after the trial, once the course and time are settled; holiday, absence and format rules sit on the pricing page.

Request placement[Check availability](https://wa.me/919123366161?text=Hello%20Modern%20Age%20Coders%2C%20I%20would%20like%20a%20free%20AI%20or%20programming%20class%20for%20a%20learner%20in%20the%20Northern%20Beaches.)Reviews

## What families and learners say on Google

Rated 4.9 across 547 Google reviews. These are real reviews, reproduced as written.

★★★★★

"The one step solution for my son. Modern Age Coders make learning coding so simple that kids love it. The teachers explain complex concepts clearly with practical exercises and interactive content."

Ria Mukherjee

Parent

★★★★★

"Modern Age Coders has been a game-changer for me. I struggled to grasp IT concepts and coding before joining, but their classes transformed everything. I can now confidently write complex programs with ease."

Samriddha Mondal

Student

★★★★★

"One of the most wonderful education centres out there. Education is not limited to school syllabus but focuses on skill development."

Vansh Agarwal

Student

★★★★★

"My child Dhairya is really enjoying the Modern Age Coders classes. This is his first online class and he eagerly looks forward to it. I can already see his improvement, and the teachers are very cooperative."

Sonam Oswal

Parent of Dhairya

★★★★★

"Modern Age Coders have wonderful teachers who teach in a clear, easy and practical way. The teacher boosts students' confidence and inspires them to learn without hesitation."

Sonu Goyal

Parent

★★★★★

"I highly recommend this computer coding class! The teachers are incredibly knowledgeable and passionate about coding."

Ritu Kedia

Parent

Free placement class

## Book a first Northern Beaches class

Tell us the learner's age and interests. A nine-year-old might start with a Scratch prediction game; a teenager might go straight to the peninsula model.

### Want a class sooner? Book a priority demo

A priority demo is a full class of about 45 to 60 minutes. After the class the mentor sends a written skill report and a personal learning roadmap on WhatsApp. If you enrol, the demo fee is adjusted against your first month's fee. Share your demo Order ID with us on WhatsApp and we take it off.

[Book a priority demo](/book-demo)

### Contact the team directly

WhatsApp or call [+91 91233 66161](tel:+919123366161), or email [connect@modernagecoders.com](mailto:connect@modernagecoders.com). This is Modern Age Coders' actual contact, an Indian number, and not an invented Northern Beaches one.

[WhatsApp Modern Age Coders](https://wa.me/919123366161?text=Hello%20Modern%20Age%20Coders%2C%20I%20would%20like%20a%20free%20AI%20or%20programming%20class%20for%20a%20learner%20in%20the%20Northern%20Beaches.)

Submitted details are used for placement and follow-up.

FAQ

## Northern Beaches AI and programming questions

Questions Northern Beaches parents and learners often ask.

### How many people live in the Northern Beaches council area?

The 2021 Census QuickStats for the Northern Beaches local government area record 263,554 residents, a median age of 41 and 105,017 private dwellings.

### What is cross-validation?

It is a way to test a model by hiding part of the data, training on the rest and checking the guesses, then repeating with a different part hidden. The final score is the average across all the rounds.

### Why split the peninsula into blocks?

Because next-door areas are alike. If a test area's neighbours stay in the training data, the model gets help it would not have on genuinely new places. Blocks remove that help.

### What did the Northern Beaches project find?

With four folds and three neighbours, random splits gave an average error of 2.23 years and north-to-south blocks gave 2.72. With five blocks the difference vanished, which is itself the lesson: 19 areas are too few for one score to settle anything.

### Is AI suitable for primary school children?

Yes, through games about patterns and prediction in Scratch. Python machine learning usually starts around 12 to 13.

### Do you teach Copilot Studio agents?

Yes, one to one only. Group classes build agents in Python instead.

### Do you have a centre on the Northern Beaches?

No. All lessons are live online, we have no premises in Australia, and the phone number we show is an Indian number.

### How much do classes cost for Northern Beaches learners?

The first lesson is free. After that, group lessons cost USD 100 a month for two live lessons a week, about eight a month, with fifteen to twenty learners, or USD 150 a month one to one. Course, format and time are agreed before payment.

### How big are the groups?

Fifteen to twenty learners, matched by level, pace and goals rather than age or suburb. One-to-one lessons are offered if no group suits the learner's time.

### Can adults join?

Yes. Adults study in adult groups or one to one, often aiming at data or AI tasks in their current job.

Explore Sydney and NSW

## More for Northern Beaches learners

Across the Spit Bridge, [Mosman](/online-coding-and-python-classes-in-mosman-sydney) has its own page, and so does [North Sydney](/ai-and-programming-classes-in-north-sydney-sydney). For the wider picture, read the [Sydney page](/best-coding-classes-in-sydney) or the [New South Wales guide](/coding-and-ai-classes-in-new-south-wales).

Book the free class[Book a priority demo](/book-demo)[Message us on WhatsApp](https://wa.me/919123366161?text=Hello%20Modern%20Age%20Coders%2C%20I%20would%20like%20a%20free%20AI%20or%20programming%20class%20for%20a%20learner%20in%20the%20Northern%20Beaches.)Free class[Priority demo](/book-demo)[Call us](tel:+919123366161)

## Keep exploring Modern Age Coders

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### Free resources

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### From the blog

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- [What is Vibe Coding? The Ultimate Deep-Dive Guide to AI-Powered](/blog/what-is-vibe-coding-future-of-software-development)

### Start here

- [Modern Age Coders pricing, one honest price per plan](/pricing)
- [How Modern Age Coders teaches, small batches and real projects](/how-we-teach)

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