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TracksFoundationIntroduction to AI & Machine Learning for Taskers
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Phase 1·Foundation·Beginner

Introduction to AI & Machine Learning for Taskers

5 modules, ~4 hours total. Built for the AI Data Annotation skill track — no prior tech or AI background required. Every module: video lessons, a reading, and a knowledge check.

Beginner⏱️ ~4 hours · 5 modulesStart for Free

The Roadmap

1

Start Here

What AI is, how it learns, and the annotation work behind it.

What is AI? A Tasker's Perspective

Beginner · ~45 min total

  • AI vs. ML vs. Deep Learning
  • How AI Models Are Built
  • The Human-in-the-Loop Concept
  • Real-World AI Examples Quiz
How AI Learns & Types of AI Tasks

Builds on Module 1 · ~47 min total

  • Supervised, Unsupervised & Reinforcement Learning
  • Types of Annotation Tasks — Text, Image, Audio & More
  • What Makes High-Quality Training Data
  • Module 2 Knowledge Check
Types of Training Data & AI Tasks

Hands-on annotation practice · ~50 min total

  • Types of Training Data
  • Core Annotation Task Types
  • Reading & Applying Task Guidelines
  • Annotation Practice ScenariosCapstone
2

Responsibility & Readiness

Ethics, privacy, and the digital toolkit for AI tasking platforms.

AI Ethics & Responsible Annotation

Bias, fairness, privacy · ~50 min total

  • What is AI Bias — and Why Should Taskers Care?
  • Sensitive & Harmful Content: Recognizing and Handling It Safely
  • Data Privacy, PII, and What It Means for Taskers
  • Ethics in Action — Scenario Quiz
Digital Literacy for AI Work

Platform-ready toolkit · ~48 min total

  • File Formats for AI Work — JSON, CSV & JSONL
  • AI Annotation Platforms & Essential Tools
  • Digital Communication & Remote Work Professionalism
  • Module 5 Knowledge CheckCapstone
JSON CSV JSONL

What You'll Achieve

  • Explain AI, ML, and deep learning from a tasker’s point of view
  • Recognize how models learn and what annotation tasks look like in practice
  • Apply task guidelines and produce higher-quality training data
  • Handle bias, sensitive content, and PII with care
  • Use core file formats and platforms confidently — ready for AI tasking work

Ready to begin?

Enroll to add this roadmap to your dashboard. Continue to ExperioLearn for structured learning.

Introduction to AI & Machine Learning for Taskers Roadmap | Foundation | WeDemo Africa | WeDemo Africa