Preparing Africa's Next AI Generation.
Tangira ku bumenyi bwa digital na AI, ukomeze kuri coding, data, machine learning, generative AI, deployment na research. “Umwaka” ni urwego rw'amasomo; buri wese yiga ku muvuduko we.
Start with digital and AI literacy, then advance through coding, data, machine learning, generative AI, deployment and research. Each “Year” is a self-paced stage.
Public curriculum roadmap
Titles, levels, outcomes, study time and resources are public. Full explanations, examples, activities, quizzes, answers and projects open only after secure registration and sign-in.
Digital Foundations
Menya ibice bya mudasobwa, dosiye, internet n'umutekano w'ibanze.
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Isomo 1: Ibikoresho bya digital
Ibikoresho bya digital ni igice cy'ingenzi cya Kumenya mudasobwa.
Computational Thinking
Gabanya ikibazo mo ibice, ushake patterns kandi wandike amabwiriza asobanutse.
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Isomo 1: Gucamo ikibazo ibice
Gucamo ikibazo ibice ni igice cy'ingenzi cya Gutekereza mu buryo bwa algorithm.
What Is AI?
Sobanukirwa AI, data n'uko imashini zibona patterns mu buzima bwa buri munsi.
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Isomo 1: AI n'imashini zisanzwe
AI n'imashini zisanzwe ni igice cy'ingenzi cya AI ni iki?.
Safe AI Project
Koresha ubumenyi bw'ibanze utegure igitekerezo cya AI gifasha umuryango kandi kirinda abantu.
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Isomo 1: Guhitamo ikibazo
Guhitamo ikibazo ni igice cy'ingenzi cya Umushinga wa AI utekanye.
Block Coding
Wubake programs zoroshye ukoresheje events, variables, conditions na loops.
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Isomo 1: Events
Events ni igice cy'ingenzi cya Coding ukoresheje blocks.
Data and Mathematics
Tegura data, ukoreshe averages na charts, kandi wirinde imyanzuro itari yo.
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Isomo 1: Tables
Tables ni igice cy'ingenzi cya Data n'imibare.
AI Perception
Menya uburyo images, sound na text bihindurwa data AI ishobora gusesengura.
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Isomo 1: Pixels
Pixels ni igice cy'ingenzi cya AI ibona amashusho n'amajwi.
AI Storytelling
Tegura inkuru ifashwa na AI ariko ugumane ubuhanzi, ukuri n'uburenganzira bw'umuhanzi.
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Isomo 1: Audience n'intego
Audience n'intego ni igice cy'ingenzi cya Storytelling ikoresha AI.
Python Foundations
Andika Python ukoresheje variables, input, conditions, loops na functions.
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Isomo 1: Python syntax
Python syntax ni igice cy'ingenzi cya Python y'ibanze.
Data with Python
Koresha lists, dictionaries, CSV n'imibare y'ibanze mu gusesengura data.
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Isomo 1: Lists
Lists ni igice cy'ingenzi cya Data muri Python.
Machine Learning Foundations
Sobanukirwa features, labels, training, testing n'ibipimo bya model.
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Isomo 1: Features na labels
Features na labels ni igice cy'ingenzi cya Machine Learning y'ibanze.
First Model Project
Tegura, ugerageze kandi usobanure model nto ikemura ikibazo gifite data yoroshye.
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Isomo 1: Problem statement
Problem statement ni igice cy'ingenzi cya Model ya mbere.
Mathematics for AI
Menya vectors, functions, graphs, probability na statistics AI yubakiraho.
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Isomo 1: Coordinates na vectors
Coordinates na vectors ni igice cy'ingenzi cya Imibare ya AI.
Data Preparation
Sukura, uhindure kandi wandike inkomoko ya data mbere yo kuyikoresha.
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Isomo 1: Missing values
Missing values ni igice cy'ingenzi cya Gutunganya data.
Machine Learning Algorithms
Gereranya decision trees, nearest neighbours, regression na clustering.
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Isomo 1: Linear regression
Linear regression ni igice cy'ingenzi cya Algorithms za ML.
Local AI Challenge
Kora prototype ishingiye ku kibazo nyakuri cyo mu Rwanda cyangwa Afurika.
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Isomo 1: Community research
Community research ni igice cy'ingenzi cya AI ikemura ikibazo cy'aho dutuye.
Neural Networks
Sobanukirwa neurons, layers, activation, loss n'uko network yiga.
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Isomo 1: Artificial neuron
Artificial neuron ni igice cy'ingenzi cya Neural Networks.
Computer Vision
Tegura images, wige convolution kandi upime model ibona amashusho.
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Isomo 1: Image tensors
Image tensors ni igice cy'ingenzi cya Computer Vision.
Language and NLP
Hindura ururimi data, wige tokens, embeddings na text classification.
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Isomo 1: Tokenisation
Tokenisation ni igice cy'ingenzi cya Language na NLP.
Multilingual AI Project
Kora prototype yubaha Kinyarwanda n'izindi ndimi, uyipime ku bantu batandukanye.
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Isomo 1: Language needs
Language needs ni igice cy'ingenzi cya Multilingual AI Project.
Generative AI
Menya uburyo models zitanga text, images cyangwa code n'aho zishobora kwibeshya.
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Isomo 1: Generative vs predictive AI
Generative vs predictive AI ni igice cy'ingenzi cya Generative AI.
Prompt Design
Andika prompts zifite context, constraints, examples n'ibipimo byo kugenzura answer.
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Isomo 1: Clear instructions
Clear instructions ni igice cy'ingenzi cya Prompt Design.
Building an AI Assistant
Huza interface, server API, grounding, safety n'ibizamini bya assistant.
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Isomo 1: User journey
User journey ni igice cy'ingenzi cya Kubaka AI Assistant.
Learning Assistant Project
Kora assistant yigisha topic imwe, idatanga amakuru y'ibanga kandi igenzurwa n'abantu.
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Isomo 1: Learning objective
Learning objective ni igice cy'ingenzi cya Learning Assistant Project.
AI Evaluation
Tegura test sets, metrics, human review na error analysis mbere yo kwizera system.
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Isomo 1: Evaluation goals
Evaluation goals ni igice cy'ingenzi cya AI Evaluation.
Responsible AI
Suzuma fairness, privacy, transparency, accountability n'ingaruka ku bantu.
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Isomo 1: Fairness
Fairness ni igice cy'ingenzi cya Responsible AI.
AI Security
Rinda data, APIs na models; menya prompt injection n'uburyo bwo kugabanya risk.
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Isomo 1: Threat modelling
Threat modelling ni igice cy'ingenzi cya Security ya AI.
AI Audit Project
Kora audit ya system ukoresheje evidence, risk register n'inama zo kuyinoza.
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Isomo 1: System inventory
System inventory ni igice cy'ingenzi cya AI Audit Project.
Model Deployment
Menya APIs, containers, latency, versioning n'uburyo model ikorera users.
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Isomo 1: Inference
Inference ni igice cy'ingenzi cya Gushyira model muri application.
MLOps
Tegura pipelines, experiment tracking, monitoring na retraining igenzurwa.
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Isomo 1: Data pipelines
Data pipelines ni igice cy'ingenzi cya MLOps.
AI Product Design
Huza user needs, feasibility, safety, cost n'ibipimo bya product.
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Isomo 1: User research
User research ni igice cy'ingenzi cya AI Product Design.
Production Prototype
Shyira prototype kuri server y'igerageza, uyikurikirane kandi wandike operations guide.
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Isomo 1: Architecture diagram
Architecture diagram ni igice cy'ingenzi cya Production Prototype.
Advanced Deep Learning
Wige architectures zigezweho, attention, transformers n'uburyo bwo kuzipima.
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Isomo 1: Representation learning
Representation learning ni igice cy'ingenzi cya Advanced Deep Learning.
Retrieval and Knowledge Systems
Huza search, embeddings, vector indexes na citations kugira ngo answers zishingire ku masoko.
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Isomo 1: Information retrieval
Information retrieval ni igice cy'ingenzi cya Retrieval na Knowledge Systems.
AI Agents and Automation
Tegura workflows zifite tools, state, approvals, limits na audit logs.
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Isomo 1: Workflow design
Workflow design ni igice cy'ingenzi cya AI Agents na Automation.
Team Capstone
Korana n'itsinda mukore system yuzuye ifite research, prototype, evaluation na presentation.
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Isomo 1: Team roles
Team roles ni igice cy'ingenzi cya Team Capstone.
AI Research Methods
Andika ikibazo cya research, usome papers, utegure experiment kandi wirinde conclusions zirenze evidence.
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Isomo 1: Research questions
Research questions ni igice cy'ingenzi cya AI Research Methods.
Advanced Responsible Innovation
Suzuma policy, society, environment n'uburenganzira mbere yo gushyira AI ku isoko.
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Isomo 1: AI governance
AI governance ni igice cy'ingenzi cya Advanced Responsible Innovation.
AI Entrepreneurship
Va ku kibazo nyakuri ujye kuri responsible business model, budget na pilot.
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Isomo 1: Problem validation
Problem validation ni igice cy'ingenzi cya Entrepreneurship ya AI.
Final Research Capstone
Kora umushinga usoza imyaka 10: proposal, prototype, evaluation, report na defence.
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Isomo 1: Capstone proposal
Capstone proposal ni igice cy'ingenzi cya Final Research Capstone.
BaBra AI Academy ni gahunda yo kwigira ku muvuduko wawe. Ntabwo ivuga ko yemewe nk'ishuri ritanga impamyabumenyi ya Leta, kandi ntabwo isezeranya akazi. Learners and parents should review fast-changing materials marked for annual review.