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← Certification overviewOfficial Prep Course

Certified AI Practitioner

8 modules · 29 lessons · ~31 hours · aligned to the CAIP exam blueprint.

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1

What AI Really Is

AI & ML Fundamentals4 lessons
From Automation to Intelligence: What AI Is and Isn't70mA Short History and the Modern AI Landscape65mTypes of AI: Narrow, General, and the Hype Curve55mThe Core Vocabulary: AI, ML, DL, and Data Science50m
2

How Machine Learning Works

AI & ML Fundamentals4 lessons
Learning from Data: Supervised, Unsupervised & Reinforcement Learning65mInside a Model: Features, Training & Inference60mNeural Networks & Deep Learning, Intuitively60mWhy Models Fail: Overfitting, Underfitting, Bias & Generalization65m
3

Generative AI & LLMs — Foundations

Generative AI & LLMs4 lessons
What Makes AI “Generative”60mInside a Large Language Model: Tokens, Transformers & Next-Token Prediction70mCapabilities & Hard Limits: Hallucination, Context Windows & Knowledge Cutoffs65mBeyond Text: Images, Audio & Multimodal Models55m
4

Putting LLMs to Work — Prompting, RAG & Agents

Generative AI & LLMs4 lessons
Prompting Fundamentals: Getting What You Asked For60mGrounding Models with RAG65mTools, Function-Calling & AI Agents65mEvaluating & Guarding Generative Systems60m
5

Data — The Fuel of AI

Data & Model Lifecycle3 lessons
Data Types, Sources & Quality65mLabeling, Dataset Splitting & the Danger of Data Leakage70mPrivacy & Governance: Consent, DPDP & GDPR65m
6

The Model Lifecycle: Train, Evaluate, Deploy, Monitor

Data & Model Lifecycle3 lessons
The End-to-End Lifecycle70mMeasuring Performance: Metrics That Matter70mDeployment, Monitoring & Model Drift65m
7

AI in the Real World — Use Cases & Value

Applied Use Cases3 lessons
Where AI Creates Value (and Where It Doesn't)70mPatterns by Function: Operations, Marketing, Support, Finance70mBuild vs. Buy & Measuring ROI65m
8

Responsible & Safe AI

Responsible & Safe AI4 lessons
Bias, Fairness & Transparency65mPrivacy, Security & Misuse65mThe Global Regulatory Landscape: EU AI Act & India's DPDP60mOperationalizing Responsible AI60m