3-Year · Industry-Grade · Hands-on AI Diploma

Master Artificial
Intelligence

Complete diploma in Generative AI, LLMs, Deep Learning & ML — with live labs, real tools, deep theory, and worked examples on every tricky concept.

3
Years of Study
29
Full Lessons
30+
Live Lab Tools
42
Real Projects

Full Curriculum

Every lesson includes deep theory, real worked examples, and interactive tools.

Year 1 — Semester 1 & 2
Foundations & Classical ML
Python (vectorisation, broadcasting), linear algebra, statistics, data pipelines, classical ML algorithms, and your first neural network — every line explained.
Python & NumPy — the two-language solution
Linear Algebra — visual and mathematical
Data Pipeline — live API calls (3 sources)
ML Fundamentals — gradient descent unpacked
Decision Trees, SVMs, Clustering
First Neural Network — every choice explained
12 weeks · 14 lessons · 10 projects
Year 2 — Semester 3 & 4
Deep Learning & LLMs
CNNs, RNNs, Transformers from first principles — why each was invented, what problem it solved, how it works mathematically. GPT, BERT, LoRA, RAG, Agents.
CNNs — convolution visualiser
Transformers — attention fully demystified
GPT & BERT — architecture deep dives
LoRA/QLoRA — maths + VRAM calculator
RAG — every component explained
Agents & MLOps
12 weeks · 9 lessons · 16 projects
Year 3 — Semester 5 & 6
Generative AI & Mastery
Diffusion models (animated), multimodal AI, RLHF with interactive reward model, Constitutional AI, safety research, and DARPA-level capstone projects.
Generative AI — discriminative vs generative
Diffusion Models — animated forward/reverse
Multimodal AI (GPT-4V, Gemini, LLaVA)
RLHF & Constitutional AI (Anthropic)
AI Safety & Alignment Research
DARPA Capstone Projects
12 weeks · 6 lessons · 18 projects