The complete AI engineering curriculum, from linear algebra to autonomous agents. Learn by building every algorithm by hand, then run it through the production library. Built for engineers across Africa and the diaspora.
Built for: Engineers and aspiring engineers across Africa and the diaspora
Same program, same certificate. The difference is how much help you have along the way.
Take the program on your own, when it suits you, with everything it includes.
Free to start. You pay only when you choose a program.
Everything in Just learning, plus a plan for where you want to go and people to help you get there.
For people starting out, growing or switching fields.
Every lesson follows the same loop, so what you learn on Monday still works on Friday and next year.
Do the work by hand first, then run the same task through the production tools. The framework stops being a black box.
scores = q @ k.T / sqrt(d) w = softmax(scores) out = w @ v
out = F.scaled_dot_product_attention(q, k, v)
AI-narrated walkthroughs generated from the lesson itself.
Quizzes and exams explain why an answer is right, not just that it is.
Each lesson leaves you with something reusable: a prompt, a skill, an agent or a tool you can plug into your own work.
Each phase builds on the last. Skip ahead if you know the lower layers, but know what you are standing on.
A professional AI workstation: Python, Node, Rust, GPUs and containers.
The linear algebra, calculus and probability you actually use, built by hand.
Classical machine learning from regression to ensembles, with no black boxes.
Backpropagation, optimizers and your own neural network library.
From convolutions to detection, segmentation and vision transformers.
Tokenization to sequence models: how machines read language.
Signal processing, speech recognition and synthesis from first principles.
Attention, positional encoding and every block of the architecture.
GANs, VAEs and diffusion: how models create images and more.
Agents that learn by trial and error, from bandits to policy gradients.
Build, pre-train and align a language model end to end.
Prompting, retrieval, evals and fine-tuning for real LLM products.
Models that see, hear and read at the same time.
Function calling, MCP and the plumbing every agent depends on.
Loops, memory, planning and the engineering of reliable agents.
Long-running, self-directed systems and how to keep them safe.
Coordination, delegation and emergent behavior across many agents.
Serving, scaling, observability and cost control in production.
Evaluation, red-teaming, alignment and governance for builders.
A content-health monitor watches the industry and tells instructors exactly which lessons and videos have gone out of date. People decide what ships.
Papers, release notes, package versions and key repositories are checked continuously.
Lessons that mention outdated versions, deprecated APIs or superseded techniques are flagged, with the evidence.
A short, sourced fix is written for the exact passage. Facts only, with a link.
An instructor approves, edits or rejects. Nothing is published automatically.
Changed lessons re-queue their video so it never goes stale.
Automation finds and drafts. People approve. That keeps the speed of a machine without the mistakes of an unsupervised one.
One program, a price set for each currency, and secure checkout through Paystack with the payment methods available in your country.
Start free. Upgrade when you are ready to go all the way.
Prices shown in Nigerian Naira.
Twelve months of everything, including every update.
Full Access, with a plan for your career and people to help you get there.
You can pay in Nigerian Naira now. Checkout is secure, with Paystack.
Prices shown in Ghanaian Cedi.
Twelve months of everything, including every update.
Full Access, with a plan for your career and people to help you get there.
You can pay in Ghanaian Cedi now. Checkout is secure, with Paystack.
Prices shown in South African Rand.
Twelve months of everything, including every update.
Full Access, with a plan for your career and people to help you get there.
You can pay in South African Rand now. Checkout is secure, with Paystack.
Prices shown in Kenyan Shilling.
Twelve months of everything, including every update.
Full Access, with a plan for your career and people to help you get there.
You can pay in Kenyan Shilling now. Checkout is secure, with Paystack.
Prices shown in West African CFA Franc.
Twelve months of everything, including every update.
Full Access, with a plan for your career and people to help you get there.
You can pay in West African CFA Franc now. Checkout is secure, with Paystack.
Prices shown in Rwandan Franc.
Twelve months of everything, including every update.
Full Access, with a plan for your career and people to help you get there.
You can pay in Rwandan Franc now. Checkout is secure, with Paystack.
Prices shown in Egyptian Pound.
Twelve months of everything, including every update.
Full Access, with a plan for your career and people to help you get there.
You can pay in Egyptian Pound now. Checkout is secure, with Paystack.
Prices shown in US Dollar.
Twelve months of everything, including every update.
Full Access, with a plan for your career and people to help you get there.
You can pay in US Dollar now. Checkout is secure, with Paystack.
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