What are the best coding classes in Swansea?
The 2021 census recorded 238,490 usual residents in Swansea, and 22.8% of those aged five and over were in school or full-time study, against 19.9% across Wales. Swansea University says the finite element method, which changed how manufactured products are designed, was developed there in the 1960s by Professor Olek Zienkiewicz. Learners in Swansea, from age six to sixty-seven, join our live online lessons one to one or in a level-matched group of five to ten, taught from India at UK-friendly times. We charge nothing for the first lesson; from then on a group place is USD 100 a month and private teaching USD 150 a month.
A monitor beside the A483 Carmarthen Road has measured nitrogen dioxide every hour for years. Suppose a program has to spot, as soon as possible, when the usual level shifts. Checking each day on its own fails: in 2019 and 2020 not a single day fell far enough below normal to trip a two-standard-deviation alarm. A CUSUM detector instead adds up small shortfalls until the evidence is strong, and in spring 2020 it fired on 17 March, six days before the stay-at-home instruction of 23 March. Set it more cautiously and it stays silent until July; set it more eagerly and it raises ten false alarms in an ordinary year. Our teenagers tune it, and learn that a detector reports when a level changed, never why.
Facts last verified 22 September 2026. Teaching is online; no Swansea branch is claimed.
Choose by the learner's interests. Every course starts with a free live lesson, and no card is asked for when booking.

Games and animations built from blocks, including a simple alarm that goes off when a score keeps dropping.
See the syllabus
Real sensor files in Python: cleaning gaps, removing weekly patterns and detecting shifts, as on this page.
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Statistics for adults, including variation, false alarms and the trade-offs behind any monitoring rule.
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Python for adults who want to automate checks on data at work, from spreadsheets to live feeds.
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 syllabusCensus 2021 figures for the City and County of Swansea, read from Nomis and printed as the Office for National Statistics released them, with Wales for comparison.
| Measure | Swansea | Wales |
|---|---|---|
| Usual residents | 238,490 | Not compared |
| Living in households | 233,322 | Not compared |
| Aged 15 to 19 | 14,451 (6.1%) | 5.7% |
| Aged 20 to 24 | 19,157 (8.0%) | 6.0% |
| Aged 25 to 29 | 14,232 (6.0%) | 6.0% |
| Students among residents aged 5 and over | 51,845 (22.8%) | 19.9% |
| Usual residents per square kilometre | 631.5 | 149.9 |
Of 227,063 residents aged five and over, 51,845 were schoolchildren or full-time students in 2021, a larger share than for Wales as a whole.
People aged 20 to 24 made up 8.0% of residents against 6.0% in Wales, while the late twenties matched the Welsh share at 6.0%.
At 631.5 residents per square kilometre, the council area mixes a dense city with Gower and the northern valleys, so it is far less crowded than its centre.
We teach Swansea learners at every stage. A Year 4 pupil in Sketty might be animating a first sprite, a Year 11 student in Morriston preparing for WJEC GCSE Computer Science, and an adult in the Uplands learning Python to automate work reports, each in a group of five to ten at the same level.
From Swansea University's published history.
King George V laid the University's foundation stone, and 89 students, eight of them women, enrolled that same year. By September 1939 there were 65 staff and 485 students.
The campus had just two permanent buildings, Singleton Abbey and the library, before a building programme in the following decades transformed it.
Professor Olek Zienkiewicz developed the finite element method at Swansea, a technique the University says revolutionised the design and engineering of manufactured products.
We have no connection with Swansea University. The finite element method belongs here because it is a computing idea at heart: break a problem too hard to solve whole into many small pieces, solve each simply, and add the results up. The project below uses the same spirit on data, adding up small pieces of evidence until they amount to something worth acting on.
Where the readings come from
Swansea Roadside is an urban traffic site in the national monitoring network, housed on a grassed frontage of the A483 Carmarthen Road beside Lyon Street, about 4.5 metres from the kerb. DEFRA's UK-AIR service publishes its ratified hourly nitrogen dioxide readings as free yearly files.
A CUSUM detector keeps a running total of how far each day falls below normal, forgives small dips, and raises an alarm when the total grows too large.
| Rule | False alarms in 2019 | First alarm in spring 2020 |
|---|---|---|
| One day more than 2 standard deviations low | 0 | None all year |
| CUSUM, slack 0.5, threshold 4 | 10 | 14 March |
| CUSUM, slack 0.5, threshold 5 | 8 | 17 March |
| CUSUM, slack 1.0, threshold 5 | 0 | None until 6 July |
From 2018 alone: an average of 23.5 micrograms per cubic metre, highest on Fridays at 27.1 and lowest on Sundays at 18.1, with a typical daily wobble of 11.39.
Compare each day with the usual value for that weekday, so a quiet Sunday is not mistaken for a change and a busy Friday does not hide one.
Add each shortfall beyond the slack to a running total that never drops below zero. When it passes the threshold, sound the alarm and start again.
The detector at threshold 5 fired on 17 March 2020, six days before the Prime Minister's stay-at-home instruction on the evening of 23 March, as published on GOV.UK. Levels had already been unusually low since February: 16.9 on average from 1 February to 15 March, against 27.7 in the same weeks of 2019. From 23 to 26 March, readings rose to between 31.4 and 36.2 before falling to single figures at the end of the month. A detector can say that the level changed and roughly when. It cannot say what caused it; many things move nitrogen dioxide, and the page does not claim to know which did.
The yearly means tell the same story more quietly: 23.5 in 2018, 24.2 in 2019, 17.7 in 2020 and 19.2 in 2021. An annual average confirms that 2020 was different, but a whole year late. The point of a change detector is speed, and speed always costs false alarms.
Learned on roadside air, then used on website traffic, machine sensors, bank transactions, exam results and the monitoring that keeps AI systems honest in use.
| Setting | On Carmarthen Road | Set it wrong and |
|---|---|---|
| Baseline period | 2018 only, before anything was tested | The detector learns the change as normal |
| Regular cycles | Weekday means removed first | Every Sunday looks like a drop |
| Slack | 0.5 or 1.0 standard deviations forgiven each day | Too little and noise adds up; too much and real shifts vanish |
| Threshold | 4 or 5 standard deviations of total evidence | Alarms every few weeks, or silence for months |
| What happens next | A human asks why, with other evidence | An alarm treated as an explanation |
The false alarms in 2019 are not bugs. With a daily wobble about half the size of the average level, stretches of cleaner air happen by chance, and a sensitive detector will catch them. Choosing a threshold means deciding in advance how many false alarms a year you will accept in return for catching a real change a few days sooner.
A score that drops a little each round, a jar that collects the drops, and an alarm when the jar is full.
Three years of hourly readings in Python, daily means with a coverage rule, a weekday baseline and a CUSUM tuned and tested.
Monitoring rules at work, with baselines, thresholds and false-alarm budgets agreed before the alarms start.
We have no connection with DEFRA, Swansea University or Swansea Council. The readings are published on UK-AIR and the census tables through Nomis; the daily means, detectors and alarm dates on this page are our own arithmetic and make no claim about health or about causes.
The age bands are only a first guess; the free lesson finds the real starting point.
Collecting small drops in a running total, and deciding how full the jar must be before anyone should worry.
Scratch Coding for KidsMental Maths for KidsAverages and ranges in code, and the difference between one strange day and a run of them.
Python and AI for KidsMaths Through CodingDaily means from hourly data, weekly cycles removed, CUSUM tuned for false alarms against delay.
Data Science for TeensPython for TeensAlarm rules for sensors, sales and systems, designed with their error rates stated plainly.
Statistics & ProbabilityPython Automation CourseBecause every alert rule hides a trade between noise and delay that someone chose.
An AI tool will happily flag anomalies in any data you give it. A learner who has tuned a CUSUM on real readings knows that the same data can produce ten alarms or none depending on two numbers, and that an alarm on 17 March says nothing about what happened on 23 March. That understanding is what makes an alert useful rather than just noisy.
AI systems themselves are watched this way once they are in use. Engineers track whether the data arriving has shifted from the data a model was trained on, using detectors with the same slack and threshold choices. Learning those choices on a sensor by a Swansea road gives a feel for them that no dashboard provides.
So a Swansea teenager should still learn to program in 2026, in a city where engineers learned to solve big problems in small pieces: alarms are easy to automate, and deciding what an alarm means is still a human job. The longer argument is in why coding is worth learning in 2026.
Swansea stretches from Gower to the valleys, and an evening journey across it is long. A live online lesson makes the distance irrelevant.
A learner in Mumbles and another in Clydach can sit in the same lesson without either making the trip into town.
Years 1 to 13, the Curriculum for Wales and WJEC GCSEs and A levels, named as Swansea schools name them. Lessons are taught in English.
The first session works through a real task and ends with a suggested level, course and weekly time. Booking asks for no card.
Groups of five to ten learners at one stage, from Swansea, elsewhere in the UK and overseas, so every level has a suitable time.
Two regular lessons each week, about eight a month, with holidays and exam periods agreed with the teacher beforehand.
Because Indian time never changes, India sits four and a half hours ahead of Swansea during British Summer Time and five and a half ahead in winter, which fits UK after-school and evening lessons into the teaching day.
Across south-west Wales
Families in Neath, Port Talbot, Llanelli or Pontarddulais join exactly the same classes, since all lessons are online and groups are formed by level.
Your first lesson is free, then there is one monthly fee.
A whole lesson at no cost, finishing with a recommended level, course and weekly slot.
Roughly eight live lessons a month, alongside five to ten learners at the same level.
Roughly eight live lessons a month, with the teacher's attention on your learner alone.
We charge every family outside India the same fee in US dollars, whether they live in Townhill or Killay, and we publish nothing in pounds. Payment starts only after the free lesson has agreed a course and a time; the pricing page sets out pauses, missed lessons and moves between group and one-to-one teaching.
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We match the first task to the learner: a running-total alarm game for a young child, a short Python program that averages a week of readings for a beginner, or the Carmarthen Road files and a CUSUM detector for a teenager ready for real data.
What Swansea families ask us most.
The 2021 census counted 238,490 usual residents in Swansea, of whom 233,322 lived in households and the rest in communal establishments such as student halls and care homes.
In 2021, 8.0% of Swansea residents were aged 20 to 24 against 6.0% in Wales, 22.8% of those aged five and over were students against 19.9%, and there were 631.5 residents per square kilometre against 149.9.
A cumulative sum rule that adds up how far each new value falls short of normal, minus a small allowance, and raises an alarm when the total gets too big. It notices small, steady shifts that no single reading would reveal.
It found a drop, first flagged on 17 March 2020 at one setting and 14 March at a more sensitive one, both before the stay-at-home instruction on 23 March. Levels were already low from February, so the page makes no claim about the cause.
DEFRA's UK-AIR service publishes ratified hourly readings from the Swansea Roadside monitor on the A483 Carmarthen Road as free yearly files. We used 2018 to 2021.
The University says Professor Olek Zienkiewicz developed the finite element method there in the 1960s, a technique that revolutionised how manufactured products are designed and engineered. We are not connected with the University.
On weekday afternoons and evenings or at weekends, at a UK time chosen in the free lesson. India is four and a half hours ahead of Swansea in summer and five and a half hours ahead in winter.
No. We have no Swansea centre and no premises anywhere in the UK; every lesson happens live online. A learner needs a computer with sound and a reliable connection, and our phone number is Indian.
The first lesson is free. After it, a group place is USD 100 a month for two live lessons a week, about eight a month, with five to ten learners, and one-to-one lessons on the same pattern are USD 150 a month. Course, format and time are agreed before any charge.
By level, pace and goals rather than age or postcode, with five to ten learners at one stage. When no group fits the learner's week, we offer one-to-one lessons.
Along the M4, the Cardiff page tests whether its size fits Zipf's law. The Wales guide covers coding across the Curriculum for Wales, and exam help lives on the WJEC GCSE Computer Science and WJEC Digital Technology pages. Over the Bristol Channel, Brighton and Hove slides an eight-hour window over a different kind of air reading.