ACADEMIC + PRACTICAL AI ENGINEERING
From Data to
Agentic AI
in 20 Days
Master Artificial Intelligence from first principles. Begin with data and models, progress through Machine Learning, Deep Learning, Transformers, LLMs, Generative AI, RAG and Agents, and finish by building a production-style enterprise AI system.
20 days of lessons, labs, projects and assessments, ending with a certificate.
ASK KUB² · KNOW U BETTER. BUILD U BETTER.
Ask anything. Learn something. Find help. Keep moving forward.
ASK KUB² is the intelligent front door to Fifth AI. It is not a generic chatbot — it understands what you are asking, answers from course content and verified global knowledge, remembers your goals when you allow it, and hands you to a real human the moment a machine is not enough.
Ask anything about learning
Python, generative AI, data engineering, your lab code — explained at your level, with the next step attached.
Career and study pathways
AI career routes, portfolio advice, interview preparation and what to learn next for the role you want.
Global student knowledge
Universities, courses, scholarships and student resources — every answer carries a source and a trust level.
Never a dead end
If KUB² cannot answer, it routes you to a real instructor, coach or mentor and tracks the case until it is resolved.
START FREE — GROW AT YOUR OWN PACE
Free member
$0Create an account and start building your profile.
- Global Growth Profile — goals, skills, ideas, toolbox
- Ask KUB² for everyday learning and career questions
- Browse certified knowledge in the Knowledge Hub
- Public community discussions
KUB² Network
$5 / monthJoin the closed student network and use it properly.
- Full Help Centre with tracked, owned support cases
- Deeper Ask KUB² context using your own profile
- Member directory, peer help and collaboration
- Curated opportunity, scholarship and resource feeds
Fifth AI Academy
$300 programmeSerious about becoming an AI engineer?
- The full 20-day AI engineering programme
- Labs, assessments, projects and certification
- Instructor and coach access
- Everything in KUB² Network included
Privacy first: your profile, notes and mentoring conversations are private by default. ASK KUB² conversations are processed by Fifth AI systems and may be reviewed by authorised staff purely to answer you, resolve problems and improve the service. Private mentoring is separately protected.
THE LEARNING JOURNEY
- 1
Foundations
Data + AI
- 2
Models
ML + Deep Learning
- 3
Language
Transformers + LLMs
- 4
Knowledge
Embeddings + RAG
- 5
Action
Agents + MCP + Tools
Eleven milestones, one route
From orientation to a defended capstone. Each milestone lists its days, duration, topics, outcome and the step it adds to your Project Studio build.
Welcome aboard the Course Rider — fasten your seat belt.
- Start: Orientation — Before Day 1, 45 min.
- Stop 1: AI Fundamentals and Foundations — Days 1–2, ≈3 hours.
- Stop 2: Data Fundamentals and Foundations — Days 3–4, ≈3 hours.
- Stop 3: Python, Data Tools and Model Foundations — Days 5–7, ≈4 hours.
- Stop 4: Machine Learning — Days 8–10, ≈4 hours.
- Stop 5: Deep Learning and Neural Networks — Days 11–12, ≈3 hours.
- Stop 6: Transformers and Large Language Models — Days 13–14, ≈3 hours.
- Stop 7: Generative AI and Model Adaptation — Days 15–16, ≈3 hours.
- Stop 8: Embeddings and RAG — Days 17–18, ≈3 hours.
- Stop 9: MCP Connector Bridge — Days 5, 14 and 17–20, ≈2 hours across the programme.
- Stop 10: AI Agents, MCP and Enterprise AI — Days 19–20, ≈3 hours.
- Finish: Capstone, Deployment and Continuous Improvement — After Day 20, ≈6 hours.
SELECTED STOP DETAILS
CURRENTLY VIEWING
START
Orientation
Before Day 1 · Fundamental · 45 min
Orientation stage
Understand how this programme connects Data, Models, Machine Learning, Deep Learning, Transformers, LLMs, Generative AI, RAG and Agents into one complete enterprise AI system.
CONCEPTS COVERED
Pit stop: Step away for ten minutes. Recall beats rereading.
Focus radar: Name three things you can now explain out loud.
Checkpoint flag: Log one note in your Project Studio before moving on.
CURRENTLY VIEWING
START
Orientation
Before Day 1 · Fundamental · 45 min
Orientation stage
Understand how this programme connects Data, Models, Machine Learning, Deep Learning, Transformers, LLMs, Generative AI, RAG and Agents into one complete enterprise AI system.
CONCEPTS COVERED
Lessons that read like a storybook
No endless scroll. Each day is paged: turn one spread at a time and every lesson follows the same rhythm, so you always know where you are.
Five phases, twenty days
Fundamentals and Foundations
AI, data, information, classification, storage, quality, governance, Python and APIs.
Models and Machine Learning
Features, labels, algorithms, training, evaluation, deployment and monitoring.
Deep Learning and Transformers
Neurons, networks, backpropagation, CNNs, RNNs, LSTMs, attention and Transformers.
LLMs, Generative AI and Knowledge
Tokens, embeddings, context, prompting, generation, multimodal AI, vector search and RAG.
Agents and Enterprise AI
Tool calling, MCP, memory, planning, permissions, observability, approval and enterprise architecture.
HOW WE TEACH
Accessible by Design
Readable typography, keyboard navigation, alt text and responsive layouts.
Evidence Based
Evaluation, measurement, source validation and fact-checking throughout.
Learn by Building
Every concept connects to code, a lab or a project.
Privacy First
Protect personal, student, customer and enterprise data.
Responsible AI
Transparency, human oversight, security and safe tool use.
FINISH LINE
Earn the Fifth AI Engineer badge
Clear all twenty days, pass the capstone assessment and download a certificate carrying your name.