--- title: "AI and Programming Classes in Bootle, Merseyside | Ages 6 to 67" description: "Live online AI, programming, Python and vibe coding classes for learners aged 6 to 67 in Bootle, Seaforth, Netherton and Crosby. Your first lesson is free." canonical: https://learn.modernagecoders.com/ai-and-programming-classes-in-bootle source: src/pages/ai-and-programming-classes-in-bootle.html --- > Live online AI, programming, Python and vibe coding classes for learners aged 6 to 67 in Bootle, Seaforth, Netherton and Crosby. Your first lesson is free. Skip to contentCourses for Bootle ## AI, Python and thinking courses for Bootle learners Four starting points, sorted by age. Each begins with a live lesson that is free and booked without a card. [![Problem Solving and Computational Thinking for Kids course thumbnail](/images/problem-solving-kids.webp)Ages 7 to 12Problem Solving and Computational Thinking for KidsThe how-to-think course: guess, check against something new, and say how wrong the guess was.See the syllabus](/courses/problem-solving-and-computational-thinking-for-kids)[![Vibe Coding for Kids course thumbnail](/images/vibe-coding-kids.webp)Ages 8 to 12Vibe Coding for KidsTell an AI which Scratch game you want, then hunt for the cases it forgot.See the syllabus](/courses/vibe-coding-for-kids-beginners-ai-scratch-game-dev)[![AI and Machine Learning for Teens course thumbnail](/images/ai-ml-teens.webp)Ages 13 to 17AI and Machine Learning for TeensMachine learning with real data, from a first model to the Sefton learning curves.See the syllabus](/courses/ai-ml-masterclass-teens)[![Vibe Coding for Teens course thumbnail](/images/vibe-coding-teens.webp)Ages 13 to 17Vibe Coding for TeensPython and web projects built with AI assistance and tested line by line.See the syllabus](/courses/vibe-coding-for-teens-python-web-ai-projects-course) 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)Sefton borough ## Bootle, Crosby, Formby and the rest of Sefton Six built-up areas of the borough as the ONS publishes them, and the smaller places recorded around Bootle. | Built-up area | Residents (2021) | | --- | --- | | Southport | 94,440 | | Bootle | 53,720 | | Crosby | 50,215 | | Formby | 22,890 | | Maghull | 20,370 | | Litherland | 18,750 | These rows are copied from the ONS release one by one and are not totalled; the borough figure of 279,233 is from census table TS001. Postcodes.io records Seaforth, Netherton, Orrell, Ford and Waterloo as suburban areas in Sefton. Schools here follow the national curriculum for England, and lessons with us pause for whichever holiday dates a family sends. ### Merseyside, the North West and our method Other towns are listed on [coding classes in Merseyside](/coding-classes-in-merseyside) and on [the North West England page](/coding-and-ai-classes-in-north-west-england). Why we teach reasoning before tools is set out on [learn to think, not just use AI tools](/learn-to-think-not-just-use-ai-tools-uk). The Bootle project ## Learning curves on 942 Sefton census areas Two models, seven training sizes, thirty repeats of each, and one chart that says when to stop collecting. From the Nomis API the learner downloads four Census 2021 tables for every output area in Sefton: car or van availability, household size, population density and accommodation type. The borough has 942 output areas and 123,018 households, of which 32,443 had no car or van. The task is to predict, for an area the model has not seen, the share of households without a car, using four clues: density, the share of one-person households, the share of detached homes and the share of purpose-built flats. Two hundred areas are set aside as a test. Training sets of growing size are drawn from the other 742, and the whole experiment is repeated thirty times with fresh random draws. | Areas used for training | Linear model, unseen areas | Linear model, training areas | Forest, unseen areas | Forest, training areas | | --- | --- | --- | --- | --- | | 10 | 13.66 | 5.22 | 9.83 | 3.82 | | 20 | 10.16 | 6.86 | 8.85 | 3.36 | | 50 | 8.94 | 8.07 | 7.93 | 3.02 | | 100 | 8.51 | 8.17 | 7.56 | 2.79 | | 200 | 8.38 | 8.12 | 7.18 | 2.59 | | 400 | 8.32 | 8.10 | 6.89 | 2.50 | | 700 | 8.31 | 8.18 | 6.77 | 2.44 | A model that ignores the clues and always answers with the average of its training areas is wrong by 13.88 points, so that is the bar to beat. With ten areas the straight-line model barely beats it, at 13.66, while looking excellent on the ten areas it memorised. By 100 areas its two curves have nearly met, and from 200 to 700 the error on unseen areas moves only from 8.38 to 8.31. That flat line is a plateau: the linear model has learned all that a straight-line rule can express, and tripling the data buys almost nothing. The random forest of 200 trees tells a different story. It is still improving at 700 areas, 6.77 against 6.89 at 400, and the wide gap between its training error of 2.44 and its test error shows a flexible model that would use more data if Sefton had more areas to give. The repeats matter as much as the averages. At ten training areas the linear model's test error swung widely from one random draw to another, with a standard deviation above 5 points; at 700 it was 0.4. A single run on a small sample can flatter or insult a model by accident, which is why each point on a learning curve should be an average. ### Ages 8 to 11 Guess a rule from three examples, then from ten, and count the misses on cards you have not yet turned over. ### Ages 11 to 15 Fit a line in Python to 20 Sefton areas and to 200, then chart both errors side by side. ### Ages 15 and up Code the full experiment: held-out test set, repeats, two models and the finished learning curve. ### What is published and what is ours The household counts are Office for National Statistics Census 2021 data, fetched from Nomis under the Open Government Licence. The models, the error figures and the curves are our own work and appear in no official release. The project predicts a share for an area and makes no statement about any household or about why areas differ. Data and AI ## What learning curves teach about vibe coding and AI agents Before asking for more data, find out which kind of trouble the model is in. | Seen in the project | Carried into AI work | | --- | --- | | Ten areas: 5.22 on training, 13.66 on unseen | A score on the training data proves very little | | Linear curve flat after about 200 areas | A plateau means change the model or the clues, not the volume | | Forest still falling at 700 | A flexible model with a wide gap can use more examples | | Runs varied widely at small sizes | One run is an anecdote; repeat and average | | Always-the-average scored 13.88 | Every model needs a simple baseline beside it | In vibe coding a learner describes the experiment in plain English and an AI drafts the Python. Left alone, a chatbot will often train one model once and print a single accuracy figure. Our Bootle students ask for the held-out set, the baseline, the repeats and the curve, and they read the chart before believing the number. AI agents that train or tune models on someone's behalf need the same checks written into their instructions. Learners move on to agents after they can write Python on their own, usually at sixth-form age or as adults, and Copilot Studio agents are taught in one-to-one lessons only. Read more on [the AI agents route for UK students](/ai-agents-course-for-students-uk) and [understand the code, don't copy-paste](/understand-the-code-dont-copy-paste-uk). Modern Age Coders is independent of the Office for National Statistics, Nomis and postcodes.io. We used their open data; the modelling, and any mistake in it, is ours alone. Pathway ## From guessing games to machine learning Year groups are only a starting estimate. The trial lesson shows the right rung. Years 2 to 7 ### How to think Patterns, fair tests and checking a rule against new cases. [Problem Solving and Computational Thinking for Kids](/courses/problem-solving-and-computational-thinking-for-kids)[Scratch Coding for Kids](/courses/scratch-programming-complete-course)Years 4 to 8 ### Vibe coding for kids Games and small programs made with an AI helper, then tested properly. [Vibe Coding for Kids](/courses/vibe-coding-for-kids-beginners-ai-scratch-game-dev)[Python and AI for Kids](/courses/python-ai-kids-masterclass)Years 9 to 13 ### Python and machine learning Models on real data, run next to GCSE and A level study. [AI and Machine Learning for Teens](/courses/ai-ml-masterclass-teens)[Python for Teens](/courses/python-complete-masterclass-teens)Adults ### AI for work Python from zero, then generative AI and agents. [Python Masterclass](/courses/python-programming-masterclass-zero-to-advanced-college)[Generative AI Course](/courses/complete-generative-ai-masterclass-college)AI and evidence ## What is a learning curve in machine learning? A learning curve is a chart of a model's error against the amount of training data, drawn for both the training examples and unseen ones, and it shows whether more data would still help. On Sefton's 942 census areas a linear model stopped improving at around 200 training areas, with an error near 8.3 points, while a random forest was still getting better at 700 and had reached 6.77. A learner who has drawn both curves answers "should we gather more data?" with a chart, not a hunch. That habit of asking for evidence is what lets a Bootle teenager direct AI tools with confidence, and it is learned by programming the experiment yourself. The longer argument is in [why teenagers should still learn to code in 2026](/blog/is-coding-worth-learning-2026). Lesson format ## Live lessons for Bootle, Seaforth and Netherton A laptop or desktop and a connection that holds a video call are the whole kit list. ### Hands on the keys The learner types, runs and debugs. The tutor follows on a shared screen and asks why each step works. ### Placed by the trial The free session shows what the learner already knows, and we note any exam board then. ### A free start No fee and no card for lesson one, which finishes with a course we would suggest. ### Classes by level Five to ten learners from across the UK, grouped by what they can do, not by postcode. ### Twice weekly Two lessons most weeks, with breaks in the school holidays you tell us about. ### Clock changes handled When British Summer Time begins or ends, the tutor shifts and your hour stays put. Why a video call suits Sefton A level-matched class needs several learners at the same stage who are free at the same hour. Drawing them from the whole country makes that possible. Fees ## Fees for Bootle learners Bootle is billed at our international rates, the same ones used for every country except India. First class**USD 0** A complete live lesson at no cost, with a course suggestion to finish. Group tuition**USD 100** About eight live group lessons each month. Private tuition**USD 150** About eight live lessons each month with a tutor to yourself. We bill in US dollars and quote no pound figure. Nothing is invoiced until the trial has produced an agreed course and a fixed weekly time, and the pricing page covers holidays, absences and moving between group and private lessons. Request placement[Check availability](https://wa.me/919123366161?text=Hello%20Modern%20Age%20Coders%2C%20I%20would%20like%20to%20book%20a%20free%20AI%20or%20programming%20lesson%20for%20a%20learner%20in%20Bootle.)Reviews ## Google reviews from Merseyside parents and other UK learners 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 free lesson for Bootle Give us an age or year group and one interest. We might open with a guess-the-rule card game, an AI-built Scratch project, a first Python loop, or a tiny model trained on real areas. ### 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 Bootle one. [WhatsApp Modern Age Coders](https://wa.me/919123366161?text=Hello%20Modern%20Age%20Coders%2C%20I%20would%20like%20to%20book%20a%20free%20AI%20or%20programming%20lesson%20for%20a%20learner%20in%20Bootle.) Submitted details are used for placement and follow-up. FAQ ## Bootle questions Learning curves, the Sefton project, AI, programming and how the lessons are run. ### What is the population of Bootle? The ONS gives 53,720 residents for the Bootle built-up area at the 2021 census. Sefton borough as a whole had 279,233. ### Can I take AI and programming classes online from Bootle? You can. Everything is taught by live video, so Bootle, Seaforth, Netherton and the rest of Sefton are all covered, for ages 6 to 67. ### What is a learning curve? A chart of model error against training-set size, plotted for the training data and for unseen data. Its shape tells you whether collecting more examples is worth it. ### What is overfitting? A model overfits when it does far better on the examples it trained on than on new ones. In our run the linear model scored 5.22 on ten training areas and 13.66 on unseen areas. ### What happens in the Bootle project? Learners train a linear model and a random forest on Sefton census areas at seven training sizes, repeat each thirty times and chart the error. ### Is vibe coding part of the lessons? It is, for every age group. The learner states what the program should do, the AI writes a draft, and the learner proves whether it works. ### At what stage do students build AI agents? When their own Python is secure, which is commonly sixth form or adulthood. Copilot Studio agents are offered one-to-one only. ### Do you support GCSE and A level computer science? Yes, and maths too. We aim for understanding and make no promise about grades. ### How much are lessons? Lesson one is free. From there a group place is USD 100 per month and one-to-one tuition is USD 150 per month. ### Are there lessons during school holidays? Not unless you want them. Tell us the dates and we pause. Elsewhere on Merseyside ## More Merseyside and North West pages Each of these towns has a project of its own: [Southport](/best-coding-and-ai-classes-in-southport), [Liverpool](/best-coding-class-in-liverpool), [Birkenhead](/best-coding-and-ai-classes-in-birkenhead) and [St Helens](/best-coding-and-ai-classes-in-st-helens). The full list is on the [UK hub](/coding-classes-in-united-kingdom). Book the free class[Book a priority demo](/book-demo)[Ask us on WhatsApp](https://wa.me/919123366161?text=Hello%20Modern%20Age%20Coders%2C%20I%20would%20like%20to%20book%20a%20free%20AI%20or%20programming%20lesson%20for%20a%20learner%20in%20Bootle.)Free class[Priority demo](/book-demo)[Call us](tel:+919123366161) ## Keep exploring Modern Age Coders ### Related courses and guides - [AI and Programming Classes in Burton upon Trent](/ai-and-programming-classes-in-burton-upon-trent) - [AI and Programming Classes in Bloxwich](/ai-and-programming-classes-in-bloxwich) - [AI and Programming Classes in Bury St Edmunds](/ai-and-programming-classes-in-bury-st-edmunds) - [AI and Programming Classes in Blackburn](/ai-and-programming-classes-in-blackburn) - [AI and Programming Classes in Chatham](/ai-and-programming-classes-in-chatham) - [AI and Programming Classes in Basingstoke](/ai-and-programming-classes-in-basingstoke) - [Coding and AI Classes in Glenrothes](/best-coding-and-ai-classes-in-glenrothes) - [AI and Programming Classes in Telford](/ai-and-programming-classes-in-telford) - [AI and Programming Classes in Evington, Leicester](/ai-and-programming-classes-in-evington-leicester) ### Learn more - [Vibe Coding and AI Agents Classes in Llandaff, Cardiff](/vibe-coding-and-ai-agents-classes-in-llandaff-cardiff) - [Vibe Coding and AI Agents Classes in Bognor Regis](/vibe-coding-and-ai-agents-classes-in-bognor-regis) - [Vibe Coding and AI Agents Classes in Tynemouth](/vibe-coding-and-ai-agents-classes-in-tynemouth) - [Vibe Coding and AI Agents Classes in Airdrie](/vibe-coding-and-ai-agents-classes-in-airdrie) ### Free resources - [AI & Machine Learning Tutorial: Basics to Deep Learning](/resources/ai-and-machine-learning) - [KNN and Naive Bayes Classifiers](/resources/ai-and-machine-learning/knn-and-naive-bayes) - [Mathematics for Machine Learning](/resources/ai-and-machine-learning/mathematics-for-ml) - [Python for AI](/resources/ai-and-machine-learning/python-for-ai-essentials) ### From the blog - [AI & Machine Learning Guides](/blog/topic/ai) - [What is Vibe Coding? The Ultimate Deep-Dive Guide to AI-Powered](/blog/what-is-vibe-coding-future-of-software-development) - [Coding vs AI: What Should My Child Learn in 2026?](/blog/coding-vs-ai-what-should-my-child-learn) - [Do AI Detectors Work? What Students and Parents Should Know](/blog/do-ai-detectors-work) ### Start here - [Real projects built by Modern Age Coders students](/student-labs) - [Browse every live course at Modern Age Coders](/courses) --- *Canonical: https://learn.modernagecoders.com/ai-and-programming-classes-in-bootle*