Certificate in AI & Machine Learning (Foundational)
- Level
- Beginner
- Duration
- 1h 30m
- Lessons
- 15 lessons
- Rating
- 4.0 (1)
What you'll be able to do
- Distinguish artificial intelligence, machine learning and deep learning, and identify where each creates value
- Compare supervised, unsupervised and reinforcement learning, and explain why a model is tested on unseen data
- Identify the mathematics and statistics that underpin machine learning, and run Python notebooks in Colab
- Build and evaluate regression and classification models, choosing an appropriate measure of accuracy
- Explain in outline how neural networks work, and recognise bias and ethical risk in an AI system
Artificial Intelligence is transforming every industry. This foundational certificate gives you a solid understanding of AI and machine learning principles, hands-on experience building models, and the Python programming skills to work with AI tools confidently. The course aligns with global AI strategy frameworks and supports learners in healthcare, business, agriculture and finance sectors. What you will learn:
What AI is and why it matters across industries Supervised, unsupervised and reinforcement learning explained clearly Essential mathematics and statistics for AI (made accessible) Python for AI programming — taught from scratch Building regression and classification models Introduction to neural networks and deep learning Real-world AI applications in healthcare, finance and agriculture Ethics, bias and responsible AI practices
Duration: 5 months self-paced | 10 months platform access Tools: Google Colab, Jupyter Notebooks, Hugging Face (no local setup required) Entry: KCSE Grade C or equivalent. Basic numeracy and logical thinking. No prior programming required.
Curriculum
5 modules
1.Module 1 · What AI is and why it matters
3 lessons2.Module 2 · Types of machine learning
3 lessons3.Module 3 · Maths, stats and Python foundations
3 lessons4.Module 4 · Building and evaluating models
3 lessons5.Module 5 · Neural networks, applications and ethics
3 lessonsReviews
4.0 (1)Sam Whitfield
Good so far. Would like more worked examples in module 2.
5 Aug 2026