← AI & Machine Learning program
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AI & Machine Learning — Full Lesson Plan

A 4-level AI journey for curious minds aged 10+ — from your first chat with an AI to training your own models and building real AI apps.No-code first, then light Python for computer vision and large language models.

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28
Lessons written
4
Levels
164
Lessons planned
59
Projects & games
🧩 Challenge🛠️ Project
Level 1

AI Explorer

48 lessons · 72 hoursEarns · AI Explorer🗺️ Syllabus↗ Open lessons
CodeLessonTypeMilestone
01Welcome to AI — What Makes a Machine "Smart"?Meet AI and the one big idea: machines learn from examples.
02AI All Around UsSpot the AI hiding in your phone, games and apps.
03Human Brain vs Computer BrainWhat we do well, what machines do well.
04What AI Can & Can't Do (Myths vs Reality)Bust the movie myths; see the real limits.
05How Computers See, Hear & ReadImages, sound and words as data a machine can use.
06Data Is the Food of AIWhy every AI needs lots of good examples.
07Patterns EverywhereHow machines find patterns we never typed as rules.
08Challenge: AI Detective HuntSpot and sort AI vs not-AI around you.🧩 Challenge
09Teaching by Example — What "Training" MeansHow a machine learns a pattern from labelled examples.
10Quick, Draw! — Watch a Machine LearnDoodle and watch a real model guess in real time.
11Labels & CategoriesSorting the world into classes the AI can learn.
12Good Data, Bad DataWhy messy or unfair examples make a worse model.
13The Three Ways Machines LearnSupervised, unsupervised and reinforcement, kid-style.
14Rewards & Practice — How Game AIs ImproveHow an AI gets better by trying and being rewarded.
15Guessing with Confidence — PredictionsWhat a confidence score really means.
16Challenge: Train-the-Teacher (Unplugged)Be the model — learn a rule from examples, no screen.🧩 Challenge
17Meet Generative AIMachines that create words, pictures and sound.
18How Chatbots Talk — Next-Word PredictionThe simple trick behind a chatbot's replies.
19Your First Chat with an AI AssistantSay hello safely and learn the class rules.
20What Is a Prompt? Talking to AI ClearlyClear, specific instructions get far better answers.
21The Recipe for a Good PromptRole + task + details — the prompting formula.
22Vague vs Clear PromptsSee how specificity changes the answer.
23Show, Don't Just Tell (Examples)Give the AI an example of what you want.
24Setting Style & ToneAsk for funny, formal, short or simple.
25Step-by-Step PromptsAsk the AI to plan or work things out in steps.
26Fixing Weak PromptsTurn a poor prompt into a strong one.
27Project: AI Study BuddyBuild a set of prompts that help you learn.🛠️ Project
28Challenge: Prompt BattleWhose prompt gets the best answer?🧩 Challenge
29AI That DrawsHow image generators turn words into pictures.⏳ Planned
30Describing Pictures with WordsWrite image prompts that get what you imagined.⏳ Planned
31AI That Writes Stories & PoemsCo-write with AI and stay the author.⏳ Planned
32AI That Makes Music & SoundHow machines compose, and using it responsibly.⏳ Planned
33AI Voices — Text-to-SpeechHow AI reads text aloud, and where it helps.⏳ Planned
34When AI Gets It Wrong — HallucinationsWhy AI sounds sure even when it's wrong.⏳ Planned
35Project: My AI Comic StripCombine story and image prompts into a comic.⏳ Planned🛠️ Project
36Project: AI Newsletter for My ClassPlan, write and fact-check a class newsletter.⏳ Planned🛠️ Project
37Fact-Checking AIDon't believe everything — how to verify answers.⏳ Planned
38Challenge: Creative AI ShowcaseMake and present your best AI creation.⏳ Planned🧩 Challenge
39Is AI Fair? Bias in Everyday ExamplesHow AI can be unfair, and why it matters.⏳ Planned
40AI & PrivacyYour data is precious — keep it safe.⏳ Planned
41Deepfakes & FakesSpot AI-made images, voices and videos.⏳ Planned
42Who's Responsible When AI Errs?People, not machines, are accountable.⏳ Planned
43AI & Jobs — Helper, Not ReplacerHow AI changes work, and the human edge.⏳ Planned
44Using AI Honestly at SchoolAI as a coach, not a cheat — integrity rules.⏳ Planned
45The Golden Rules of Safe AI UseYour class charter for using AI well.⏳ Planned
46Project: My Responsible-AI PledgeMake a poster and pledge for safe AI use.⏳ Planned🛠️ Project
47Capstone Part 1 — Plan My AI HelperPick a real task and plan an everyday AI helper.⏳ Planned🛠️ Project
48Capstone: My Everyday AI Helper + Level 1 ReviewBuild and present your helper; review the level.⏳ Planned🛠️ Project
Level 2

ML Maker

48 lessons · 72 hoursEarns · ML Maker🗺️ Syllabus↗ Open lessons
CodeLessonTypeMilestone
01You're Becoming an AI TrainerRecap Level 1 and step up from user to trainer.⏳ Planned
02Inside a Model — Inputs, Outputs, ConfidenceWhat goes in, what comes out, and how sure it is.⏳ Planned
03Datasets 101 — Collecting Good ExamplesWhat makes a dataset useful and fair.⏳ Planned
04Classes & Labels — Designing CategoriesChoose the categories your model will learn.⏳ Planned
05Train, Test, Improve — The ML LoopThe cycle every machine-learning project follows.⏳ Planned
06Challenge: Design a Dataset on PaperPlan classes and examples for a model — unplugged.⏳ Planned🧩 Challenge
07Meet Teachable MachineYour first trained model, with no code.⏳ Planned
08Train an Image ClassifierTeach the camera to tell objects apart.⏳ Planned
09Testing Your Model — Accuracy & MistakesFind where your model gets it wrong.⏳ Planned
10More Data, Better ModelAdd examples and watch accuracy improve.⏳ Planned
11Confusing the Model — Edge Cases & BiasFind inputs that fool your classifier.⏳ Planned
12Exporting & Sharing Your ModelSave your model and share it safely.⏳ Planned
13Project: Recycling SorterSort waste by camera with a trained model.⏳ Planned🛠️ Project
14Project: Hand-Sign TranslatorRecognise hand signs and show the meaning.⏳ Planned🛠️ Project
15Connecting Teachable Machine to ScratchUse your model to control a Scratch project.⏳ Planned
16Challenge: Build-a-Classifier JamTrain the best classifier you can in one session.⏳ Planned🧩 Challenge
17Sound Classification — Teaching a Machine to ListenTrain a model to recognise sounds.⏳ Planned
18Project: Voice-Command ControllerControl a project with spoken commands.⏳ Planned🛠️ Project
19Pose Detection — Teaching a Machine to See MovementRecognise body poses with the camera.⏳ Planned
20Project: Dance-Move / Fitness CoachDetect moves and give live feedback.⏳ Planned🛠️ Project
21Combining Models — Multi-Input ProjectsMix image, sound and pose in one project.⏳ Planned
22Real-Time AI — Live Camera & MicBuild projects that respond as things happen.⏳ Planned
23Project: Smart Pet-Cam AlertSpot your pet on camera and send an alert.⏳ Planned🛠️ Project
24Challenge: AI Gadget InventionInvent a useful gadget powered by your models.⏳ Planned🧩 Challenge
25Meet Machine Learning for KidsA friendly tool to train text and number models.⏳ Planned
26Text Classification — Teaching AI to Read FeelingsTrain a model to tell positive from negative.⏳ Planned
27Project: Kindness DetectorFlag unkind messages and suggest kinder ones.⏳ Planned🛠️ Project
28Project: Chatbot in Scratch (Intents)Build a chatbot that understands what you mean.⏳ Planned🛠️ Project
29Training a Shape/Number RecogniserTeach a model to read shapes or digits.⏳ Planned
30Project: AI Rock-Paper-ScissorsPlay against an AI that watches your hand.⏳ Planned🛠️ Project
31Project: Smart Quiz GameA quiz that understands typed answers.⏳ Planned🛠️ Project
32Reinforcement Learning PlaygroundWatch a game AI get better by practising.⏳ Planned
33Project: Teach an AI to Play a GameReward an AI until it learns to win.⏳ Planned🛠️ Project
34Challenge: AI Game StudioDesign and build an AI-powered game.⏳ Planned🧩 Challenge
35Anatomy of a Great PromptRecap and level up your prompting toolkit.⏳ Planned
36Role PromptingGive the AI a job to get better answers.⏳ Planned
37Few-Shot PromptingShow examples so the AI copies the pattern.⏳ Planned
38Step-by-Step ThinkingAsk the AI to reason through a problem.⏳ Planned
39Formatting Outputs — Tables & ListsGet answers as neat tables and lists.⏳ Planned
40Prompt ChainingUse one answer as input to the next.⏳ Planned
41Guardrails — Keeping AI On-TaskSet rules so the AI stays helpful and safe.⏳ Planned
42Project: Build an AI "Expert" PersonaDesign an AI helper with a clear personality.⏳ Planned🛠️ Project
43Project: AI Homework Coach (With Rules)A coach that guides without giving answers.⏳ Planned🛠️ Project
44Challenge: Prompt Engineering OlympicsTimed prompt challenges with reveals.⏳ Planned🧩 Challenge
45Bias in Your Own Models — Test & FixFind and reduce bias in a model you trained.⏳ Planned
46Data Privacy When Collecting ExamplesCollect data fairly and with consent.⏳ Planned
47Capstone Part 1 — Plan & Train Your ModelPick a problem and train a model to solve it.⏳ Planned🛠️ Project
48Capstone: "Smart Helper" ML Project + Level 2 ReviewFinish, demo and review your ML project.⏳ Planned🛠️ Project
Level 3

Vision & Data Scientist

48 lessons · 72 hoursEarns · Vision & Data🗺️ Syllabus↗ Open lessons
CodeLessonTypeMilestone
01Why Code? From Buttons to InstructionsWhy writing code unlocks more powerful AI.⏳ Planned
02Meet Google ColabRun Python in your browser — no install.⏳ Planned
03Your First Python — print & variablesFrom Scratch blocks to Python lines.⏳ Planned
04Numbers & Text in PythonWork with numbers and words in code.⏳ Planned
05Lists — Holding Lots of DataStore many values in one place.⏳ Planned
06Loops — Doing Things Many TimesRepeat work without copy-paste.⏳ Planned
07Decisions — if/else for AI RulesMake your code choose what to do.⏳ Planned
08Functions — Reusable AI ToolsWrap useful steps into named tools.⏳ Planned
09Using Libraries — import & Magic ToolsBorrow powerful ready-made code.⏳ Planned
10Challenge: Python Warm-Up LabShort coding puzzles to build confidence.⏳ Planned🧩 Challenge
11What Is Data Science?Asking and answering questions with data.⏳ Planned
12Loading a Dataset (CSV) in ColabOpen a real dataset in your notebook.⏳ Planned
13Exploring Data with pandasPeek at rows, columns and shapes.⏳ Planned
14Filtering & Sorting DataFind the rows that matter.⏳ Planned
15Averages, Counts & SummariesSummarise a dataset in a few lines.⏳ Planned
16Your First Chart with matplotlibTurn numbers into a bar or line chart.⏳ Planned
17Spotting Patterns & OutliersRead a chart like a data detective.⏳ Planned
18Project: Analyse a Real Malaysian DatasetInvestigate local weather, exams or transport.⏳ Planned🛠️ Project
19From Data to Decision — Telling the StoryTurn your findings into a clear message.⏳ Planned
20Challenge: Data DetectiveCrack a mystery hidden in a dataset.⏳ Planned🧩 Challenge
21Images Are Numbers — Pixels & ColoursHow a picture is just a grid of numbers.⏳ Planned
22RGB & GridsMix red, green and blue to make any colour.⏳ Planned
23Reading & Showing Images in PythonLoad and display an image in code.⏳ Planned
24Changing Images — Brightness, Grayscale, FiltersEdit pictures by changing their numbers.⏳ Planned
25Cropping, Resizing & FlippingReshape images for your projects.⏳ Planned
26Project: Photo Filter App (Mini)Build your own set of photo filters.⏳ Planned🛠️ Project
27Finding Edges & ShapesHow computers detect outlines.⏳ Planned
28Colours as Clues — Colour DetectionFind objects by their colour.⏳ Planned
29Project: Colour Counter / Traffic-LightDetect and count colours from the camera.⏳ Planned🛠️ Project
30Challenge: Pixel LabImage-editing puzzles in code.⏳ Planned🧩 Challenge
31What Is Computer Vision? Real-World UsesWhere machines that see are used today.⏳ Planned
32Face Detection — How & WhereHow phones find faces, and the ethics.⏳ Planned
33Hand & Pose Tracking with MediaPipeTrack hands and bodies in real time.⏳ Planned
34Project: Drawing in the AirPaint on screen by moving your hand.⏳ Planned🛠️ Project
35Using Your Teachable Machine Model in PythonRun a model you trained, now in code.⏳ Planned
36Image Classification in CodeClassify images step by step.⏳ Planned
37Object Detection — Finding Many ThingsSpot several objects in one image.⏳ Planned
38Project: Smart Camera CounterCount people or objects from a camera feed.⏳ Planned🛠️ Project
39Webcam AI — Real-Time VisionBuild a live vision project.⏳ Planned
40Challenge: Computer-Vision InventionInvent a vision tool that solves a problem.⏳ Planned🧩 Challenge
41What Is a Neural Network?Brains made of maths, explained simply.⏳ Planned
42Neurons, Layers & WeightsThe parts of a network, no heavy maths.⏳ Planned
43How a Network Learns — Practice & FeedbackHow a network improves from mistakes.⏳ Planned
44See It Learn — TF Playground ExperimentWatch a neural network learn live.⏳ Planned
45Why Models Make Mistakes — Accuracy & LimitsConfidence, accuracy and honest limits.⏳ Planned
46Computer Vision & Ethics — Consent & BiasSurveillance, consent and fairness in vision.⏳ Planned
47Capstone Part 1 — Plan Your Vision/Data ProjectChoose a real problem and design your build.⏳ Planned🛠️ Project
48Capstone: Vision or Data-Science Project + Level 3 ReviewBuild, demo and review your project.⏳ Planned🛠️ Project
Level 4

AI Innovator

48 lessons · 72 hoursEarns · AI Innovator🗺️ Syllabus↗ Open lessons
CodeLessonTypeMilestone
01What Is an LLM? (Deeper)How large language models actually work.⏳ Planned
02Tokens & Next-Word Prediction — Hands-OnSee how an LLM breaks up and predicts text.⏳ Planned
03Training Data — Why LLMs "Know" ThingsWhere an LLM's knowledge comes from.⏳ Planned
04Strengths, Weaknesses & HallucinationsWhat LLMs are great and terrible at.⏳ Planned
05Talking to an LLM with Code (First API Call)Send your first prompt from Python.⏳ Planned
06System Prompts — Setting the RulesGive your AI a role and ground rules.⏳ Planned
07Temperature & CreativityTune how predictable or creative answers are.⏳ Planned
08Challenge: LLM Explorer LabExperiment with settings and prompts.⏳ Planned🧩 Challenge
09Prompt Engineering Mastery — Full ToolkitEvery prompting technique in one place.⏳ Planned
10Few-Shot & Role Prompts in CodeUse examples and roles from Python.⏳ Planned
11Chain-of-Thought ReasoningHelp the AI reason through hard problems.⏳ Planned
12Structured Outputs for AppsGet answers as lists or JSON your app can use.⏳ Planned
13Build a Chatbot Part 1 — The LoopThe conversation loop that powers a chatbot.⏳ Planned
14Build a Chatbot Part 2 — Personality & MemoryGive your bot a character and memory.⏳ Planned
15Build a Chatbot Part 3 — Rules & SafetyAdd guardrails so your bot stays safe.⏳ Planned
16Giving AI Knowledge — Intro to RAGLet the AI answer from your own notes.⏳ Planned
17Project: "Ask My Notes" HelperBuild a helper that answers from your documents.⏳ Planned🛠️ Project
18Project: Malaysian Culture Guide BotA friendly bot about local food and places.⏳ Planned🛠️ Project
19AI Agents — When AI Takes ActionsHow AI can use tools to get things done.⏳ Planned
20Challenge: Chatbot StudioDesign and build your own chatbot.⏳ Planned🧩 Challenge
21Mixing Vision + LanguageApps that see an image and describe it.⏳ Planned
22Project: AI Photo CaptionerGenerate captions for any photo.⏳ Planned🛠️ Project
23Voice + AI — Speak & ListenTalk to your app and have it talk back.⏳ Planned
24Project: Voice AssistantBuild a small voice assistant.⏳ Planned🛠️ Project
25AI + Data — Smart RecommendationsHow apps suggest what you might like.⏳ Planned
26Project: Recommend-Me AppBuild a simple recommender.⏳ Planned🛠️ Project
27AI for Good — A Community ProblemFind a real problem AI could help solve.⏳ Planned
28Project: Accessibility HelperBuild an AI tool that helps someone.⏳ Planned🛠️ Project
29Generative AI Apps — Story/Art/Game GeneratorsMake apps that create content on demand.⏳ Planned
30Challenge: Multimodal Maker JamCombine vision, language and voice.⏳ Planned🧩 Challenge
31Bias, Fairness & Inclusive AIBuild AI that treats everyone fairly.⏳ Planned
32Privacy, Consent & Data RightsRespect people's data and choices.⏳ Planned
33Misinformation & Deepfake DetectionSpot and fight AI-made fakes.⏳ Planned
34AI Safety — Why Limits MatterWhy AI needs rules and limits.⏳ Planned
35Explainability — Can We Trust the Answer?Asking AI to show its reasoning.⏳ Planned
36AI & the EnvironmentThe energy cost of AI, and using it wisely.⏳ Planned
37AI Careers & Future SuperpowersWhere AI skills can take you.⏳ Planned
38The Future of AI — AGI, Robots & Big QuestionsBig ideas about where AI is heading.⏳ Planned
39Project: AI Ethics Debate & Policy PitchArgue and pitch a responsible-AI rule.⏳ Planned🛠️ Project
40Challenge: Responsible-AI Design ReviewReview a project for fairness and safety.⏳ Planned🧩 Challenge
41Capstone Kickoff — Find a Real ProblemChoose a problem worth solving with AI.⏳ Planned🛠️ Project
42Capstone — Design Your AI SolutionPlan how your AI solution will work.⏳ Planned🛠️ Project
43Capstone — Build the CoreBuild the heart of your AI project.⏳ Planned🛠️ Project
44Capstone — Add IntelligenceCombine your skills into one smart app.⏳ Planned🛠️ Project
45Capstone — Test, Fix & Reduce BiasMake your project reliable and fair.⏳ Planned🛠️ Project
46Capstone — Polish & Prepare Your DemoMake it shine and ready to show.⏳ Planned🛠️ Project
47Capstone — Pitch Practice & PortfolioPractise your pitch and build a portfolio.⏳ Planned🛠️ Project
48Capstone Showcase + AI Innovator Final ReviewPresent your project and graduate as an Innovator.⏳ Planned🛠️ Project
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