What are the best coding classes in Croydon?
Croydon is the south London borough of Thornton Heath, Norbury, South Norwood, Addiscombe, Purley, Coulsdon, Selsdon and New Addington, with 390,719 residents at the 2021 Census and Selhurst Park inside its boundary. A class worth paying for should teach a learner not only to build a model but to ask how much to trust it, and this page does that with football: a ranking of Premier League teams worked out from their results, then tested on a season it never saw. Lessons run live on video with teachers based in India, for learners aged 6 to 67, either privately or in a group of five to ten at the same stage. The first lesson is on us. From then on, USD 100 a month buys a group place and USD 150 a month buys private teaching.
Selhurst Park, home ground of Crystal Palace, stands in South Norwood, in the north of Croydon. Our learners start from a question every supporter argues about: how good is each team, really? The Bradley-Terry model answers with one number per team, chosen so that the stronger side of any pair is more likely to win, plus a small bonus for playing at home. Fitted to all 380 results of 2024-25, it ranks the twenty clubs almost exactly as the league table does. The interesting part comes next. Asked to predict 2025-26, it picks the winner a little more often than "the home side wins", yet it states its chances more boldly than the results justify. Learners then fix that, honestly, with one extra number.
Facts last verified 25 September 2026. Teaching is online; no Croydon branch is claimed.
Imagine a Year 4 child in Thornton Heath who keeps a sticker album of league tables, a Year 10 pupil in Addiscombe who argues about which team is really strongest, a Year 12 student in Purley thinking about statistics or computer science, and a parent in Coulsdon who fancies building their own fantasy-league model. The same free lesson opens the door for each.

A Scratch penalty game with a score table that sorts itself, and a first taste of rules deciding a winner.
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First Python: read a list of results, add up points, and sort teams into a table.
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Python for Key Stages 3 to 5, including this page's Bradley-Terry ranking and the test on a new season.
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For adults who meet rankings and ratings at work and want to know what they can and cannot predict.
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 syllabusEach figure comes from the organisation named next to it, or was counted by us from that organisation's data.
| Item | Figure | Published by |
|---|---|---|
| Usual residents, 2021 Census | 390,719 | ONS table TS001, via Nomis |
| National Heritage List entries inside the borough | 180: 14 Grade I, 9 Grade II*, 157 Grade II | Historic England data, counted 25 September 2026 |
| Libraries on the council's list | 9 council libraries, plus the Upper Norwood Library Hub | Croydon Council, read 25 September 2026 |
| Services at West Croydon | Tram, Windrush line and Southern | TfL open data, checked 25 September 2026 |
| Premier League results used | 380 from 2024-25 and 380 from 2025-26 | openfootball, public-domain data |
Eight of Croydon's fourteen Grade I entries are parts of Old Palace Croydon, among them its Great Hall, its Chapel and a southern range with a long gallery.
The other Grade I entries include the Hospital of the Holy Trinity, known as the Whitgift Hospital, the Church of St Mary at Addington and the parish church of St John the Baptist.
Grade II* entries include Airport House, Addington Palace, the Croydon War Memorial and a house called Wrencote.
Croydon Council lists Ashburton, Central, Coulsdon, New Addington, Norbury, Purley, Selsdon, South Norwood and Thornton Heath libraries, and describes the Upper Norwood Library Hub as jointly funded with Lambeth and run by the Upper Norwood Library Trust.
Each Premier League season is a spreadsheet of 380 rows: date, home team, away team and the final score. That is all the model needs.
| Club | 2024-25 place and points | 2025-26 place and points |
|---|---|---|
| Liverpool | 1st, 84 | 5th, 60 |
| Arsenal | 2nd, 74 | 1st, 85 |
| Crystal Palace | 12th, 53 | 15th, 45 |
| Sunderland | not in the league | 7th, 54 |
| Southampton | 20th, 12 | not in the league |
The ground's postal address on the club's own contact page is Selhurst Park, Whitehorse Lane, SE25 6PU, and the postcode directory places it in Croydon's South Norwood ward. In 2024-25 Crystal Palace won six league games at home and seven away, with seven draws in each, a small reminder that a single season is noisy.
We work out places and points ourselves from the published scores rather than copying a table, so a learner can check every figure with a few lines of code.
Learners build a ranking from nothing but who beat whom, then find out what it can and cannot predict.
Give every team a strength. The chance that the home side wins depends only on the gap between the two strengths, plus a home bonus, passed through the S-shaped logistic curve.
Adjust all twenty strengths and the bonus until the results that really happened are as likely as possible. A draw counts as half a win for each side.
Freeze the strengths, then predict every match of the next season and score the predictions two ways: how often the pick is right, and how confident it was.
| Method | Winner picked correctly |
|---|---|
| The home side always wins | 58.7% |
| The side that finished higher in 2024-25 wins | 59.1% |
| Bradley-Terry strengths from 2024-25, with home bonus | 60.9% |
Fitted to 2024-25, the strengths put all twenty clubs within one place of their position on the points table; the only swaps are between teams level or a point apart. So as a ranking it works. As a predictor it is only slightly better than the lazy rules: in a new season the home side wins nearly three decisive games in five anyway, and the model adds about two percentage points to that. Of the 380 matches, 104 were draws, which none of the three methods tries to call.
Ask an assistant who will win on Saturday and it will name a team with complete assurance. Our learners discover that their own model, built from a full season, is right about three times in five, and that its confidence was the weak point. Knowing that a correct pick and a well-judged probability are different things, and checking both on matches the model has never seen, is what separates a data scientist from someone pressing a button.
A score called log loss rewards a forecaster for being confident when right and punishes it hard for being confident when wrong. A coin toss, saying 50% every time, scores 0.693. Lower is better.
| Matches scored | Coin toss | Full-strength model | Shrunk model |
|---|---|---|---|
| All 380 of 2025-26 | 0.693 | 0.717 | not scored |
| The 276 of 2025-26 that were not drawn | 0.693 | 0.670 | not scored |
| Last 190 of 2025-26, from 3 January 2026 | 0.693 | 0.738 | 0.684 |
| The same 190, draws left out | 0.693 | 0.699 | 0.665 |
Draws explain part of the first row: a draw counts as half a win, so any forecast other than 50% loses points on every one of the 104. Leave the draws out and the full model does beat the coin across the season. The rest is overconfidence. A season in which one team collects 84 points and another 12 makes the gaps between teams look larger than they will be next year. The fix is one shrink factor that scales down every gap, the home bonus included. We chose it using only the first 190 matches of 2025-26, up to 1 January 2026, where halving every gap gave the lowest score, and then scored the last 190. Halved, the model beats the coin with or without the draws; untouched, it loses to the coin either way.
Three teams, Burnley, Leeds and Sunderland, had no 2024-25 results, so we gave each the average strength of the three sides that went down. Sunderland then finished seventh on 54 points. A model can only know what its data showed it, and learners are asked to say where that gap sits. The Premier League, the clubs, openfootball, Croydon Council, Historic England, TfL and the ONS have no connection with Modern Age Coders; the fitting, the tests and every percentage here are our own work.
Croydon is served by trams as well as trains. Our classes need a laptop instead.
TfL's open data lists the tram, the Windrush line and Southern at West Croydon.
Learners at opposite ends of the borough can share the same class without a single tram stop between them.
Groups are built by level, not by lottery: five to ten learners at one stage, meeting at a UK evening hour.
Croydon and the other boroughs
At the 2021 Census Croydon had more usual residents than any other London borough, just ahead of Barnet. The London page lists all 32 and the City, adding a link to each as it goes live, including Newham across the river in the east.
A learner's first rung is decided in the free lesson by what they can already do; their school year is only a starting guess.
Children keep score in Scratch games and sort players or teams from most points to fewest.
Scratch Coding for KidsCoding for KidsPython that reads match results, awards points and sorts a league, with ties broken by goal difference.
Python and AI for KidsMaths Through CodingLogistic curves, maximum likelihood and a fair test on new data, rich material for a computing or maths project.
Python for TeensFull Stack Web Development for TeensAdults learn how rating systems are built and why a confident prediction is not the same as a good one.
Data and AI Analytics for Non-Programmers (Excel, Sheets, Power BI)Python Automation CourseBecause the hardest question about any prediction is not who, but how sure.
Machine learning systems are, at heart, very large versions of this page's model: numbers adjusted until past data looks likely, then used on new cases. They share its weakness too. Our Bradley-Terry fit ranked last season almost perfectly and still claimed more certainty than the next season allowed, until one shrink factor, chosen on data it had not been scored on, reined it in. Medical tests, credit scores and exam predictions all need the same check.
A learner who has watched their own model be overconfident learns the habits that matter with any AI tool: keep a test set the model never sees, score confidence as well as correctness, and compare with the simplest rule first. Code can be generated in seconds. Judging whether its answers deserve belief is still human work.
Every club, company and hospital now runs on ratings and predictions. A Croydon learner who can build one and then question it is ready for that world. The longer argument is in why teenagers should still learn to code in 2026.
Wherever a learner lives in Croydon, the classroom is a browser tab away.
Learners join on a laptop or desktop with headphones and a steady broadband or mobile connection.
Progress is described in the stages used by schools in England, from Key Stage 1 to sixth form, with GCSE and A level mentioned where relevant. All lessons are in English.
A real teaching session rather than a pitch, finishing with a recommended level and course. We never ask for card details at this stage.
Classmates share a stage of learning and come from across the UK and beyond, which keeps a suitable hour available.
Classes usually meet twice weekly and pause for half terms, holidays and exams by agreement.
Teachers are based in India, but every lesson time in our messages is given in UK time.
Nearly 391,000 people, one right class
Croydon alone could fill many classes, yet a good one needs five learners at the same level and the same hour, so ours draw on learners well beyond the borough.
A free first lesson, then one monthly fee that is the same from Norbury to New Addington.
A full lesson with a teacher, at no cost, that ends with our recommendation of level, course and time.
Roughly eight live lessons each month in a class of five to ten learners at one stage.
Roughly eight live lessons each month, taught one to one.
Croydon families pay in US dollars, as all families outside India do, and the site shows no sterling prices. You pay nothing before the free lesson and before choosing a course and a regular slot. Pauses, missed lessons and switching between a class and private lessons are all explained on the pricing page.
Rated 4.9 across 547 Google reviews. These are real reviews, reproduced as written.
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"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."
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★★★★★
"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."
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★★★★★
"One of the most wonderful education centres out there. Education is not limited to school syllabus but focuses on skill development."
Vansh Agarwal
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★★★★★
"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."
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Parent of Dhairya
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"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."
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"I highly recommend this computer coding class! The teachers are incredibly knowledgeable and passionate about coding."
Ritu Kedia
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Tell us the learner's age or school year and something they are keen on. We could open with a Scratch penalty game, a Python league table, or the team ranking on this page.
About the borough, the football project and how lessons work.
The 2021 Census recorded 390,719 usual residents in the London Borough of Croydon, in Office for National Statistics table TS001.
Yes. The club gives the ground's address as Selhurst Park, Whitehorse Lane, London SE25 6PU, and the postcode directory places SE25 6PU in the London Borough of Croydon, South Norwood ward.
A way to rank competitors from head-to-head results. Each gets one strength number, and the chance that one beats another depends on the difference between their strengths. Our version adds a bonus for playing at home.
It picked the winner in 60.9% of the 276 matches that were not drawn, against 58.7% for always backing the home side and 59.1% for backing last season's higher finisher.
The full-strength model was overconfident: on the second half of 2025-26 its log loss was 0.738, worse than the 0.693 of a 50-50 coin. Halving every gap between teams, home bonus included, a factor chosen on the first half of the season, brought it to 0.684.
After the free lesson we propose a regular weekly slot in a class at the right level with a place free. Teachers are in India, but every time we give you is UK time.
A laptop or desktop, headphones or speakers, and a reliable internet connection. For the football project, Python and two free public-domain result files are enough.
No. There is no Croydon centre and no premises anywhere in the UK, because every lesson is live online. A learner needs a computer with sound and a stable connection, and our phone number is Indian.
The first lesson is free. After that, a group place costs USD 100 a month for two live lessons a week, about eight a month, with five to ten learners, and one-to-one teaching on the same timetable costs USD 150 a month. Nothing is charged until the course, format and time are agreed.
By level, pace and goals rather than by age or neighbourhood, with five to ten learners at one stage. Where no group fits the learner's week, one-to-one lessons are offered.
The London page brings together all 32 boroughs and the City, linking each new page as it is published, such as Brent and Barnet north of the river. For learners who want to go deeper into prediction there are our AI and machine learning classes in London, and the UK coding page explains how schooling differs across England, Scotland, Wales and Northern Ireland.