Learning Curriculum

All Learning Tracks

Three structured tracks guiding you from AI fundamentals to advanced practical skills.

AI Basics

beginner·6 modules
1
beginnerFree 20 min

What Is Artificial Intelligence?

Explore the definition, history, and scope of AI — from early rule-based systems to modern deep learning.

Definition of AIHistory of AITypes of AI
Start module
2
beginnerFree 25 min

Machine Learning Fundamentals

Understand how machines learn from data — supervised, unsupervised, and reinforcement learning explained.

Supervised LearningUnsupervised LearningReinforcement Learning
Start module
3
beginnerFree 30 min

Neural Networks & Deep Learning

Demystify the architecture behind modern AI — how neural networks process information and why depth matters.

Neurons & LayersBackpropagationCNNs
Start module
4
beginner 25 min

Natural Language Processing

How AI understands, generates, and translates human language — the technology behind chatbots and LLMs.

TokenizationEmbeddingsLanguage Models
5
intermediate 30 min

Computer Vision & Generative AI

How AI sees the world and creates new images, videos, and art — the technology behind DALL·E and Stable Diffusion.

Image RecognitionObject DetectionGANs
6
intermediate 20 min

The AI Landscape: Key Players & Trends

Survey the major AI companies, research labs, and emerging trends shaping the future of artificial intelligence.

OpenAIGoogle DeepMindAnthropic

Ethical AI Practices

intermediate·5 modules
1
intermediate 25 min

AI Bias & Fairness

Understand how bias enters AI systems and why fairness is a technical, social, and ethical imperative.

Types of BiasFairness MetricsAlgorithmic Discrimination
2
intermediate 20 min

Transparency & Explainability

Why AI systems must be interpretable — and the techniques used to open the 'black box'.

Black Box ProblemLIME & SHAPModel Cards
3
intermediate 25 min

Privacy, Surveillance & Data Rights

How AI threatens privacy through surveillance, data harvesting, and facial recognition — and what protections exist.

Facial RecognitionData PrivacyGDPR
4
advanced 30 min

AI Safety & Alignment

The challenge of building AI systems that reliably do what we intend — and the risks if we fail.

Alignment ProblemRLHFCorrigibility
5
advanced 25 min

AI Governance & Regulation

How governments, companies, and international bodies are developing rules for responsible AI deployment.

EU AI ActUS AI PolicyCorporate AI Ethics

Practical AI Skills

advanced·6 modules
1
intermediate 30 min

Prompt Engineering Fundamentals

Master the art and science of communicating with AI — techniques for getting reliable, high-quality outputs.

Prompt StructureChain-of-ThoughtFew-Shot Prompting
2
intermediate 25 min

AI-Powered Productivity Workflows

Integrate AI tools into your daily work — writing, research, coding, and creative tasks.

Writing AssistanceResearch WorkflowsAI Coding Tools
3
advanced 35 min

Building with AI APIs

Use OpenAI, Anthropic, and Hugging Face APIs to build AI-powered applications — no ML expertise required.

REST APIsOpenAI APIEmbeddings
4
intermediate 25 min

AI for Creative Work

Harness generative AI for writing, art, music, and video — tools, techniques, and creative workflows.

AI WritingImage GenerationAI Music
5
advanced 35 min

AI Agents & Automation

Build autonomous AI agents that browse the web, write code, and complete multi-step tasks independently.

Agent ArchitectureTool UseAutoGPT
6
advanced 25 min

The Future of AI: Trends & Opportunities

Where AI is headed — multimodal models, AI in science, the future of work, and how to position yourself.

Multimodal AIAI in ScienceFuture of Work

Unlock All Modules

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