Essentials of Data Labeling & Annotation for AI Development
0 of 43 lessons complete (0%)
Exit Course
Module 1: Introduction to AI & Data Annotation
Module 1 – Overview
Preview
What is AI? Why is Annotated Data the Foundation of AI?
Preview
Types of Data Used in AI
Preview
The Role of Data Annotators in AI Development
Preview
Module 1 – Knowledge Check Quizzes
Preview
5 lessons, 1 quiz
Module 2 – Fundamentals of Data Annotation
Module 2 – Overview
What is Data Annotation?
Tasks: Classification, Tagging, Segmentation, Transcription
Annotation Quality Impact on Model Performance
Module 2 – Knowledge Check Quizzes
5 lessons, 1 quiz
Module 3 – Image Annotation for Computer Vision
Module 3 – Overview
Bounding Boxes vs Polygon Segmentation
Keypoint Marking and Object Counting
Image Classification, Localization, and Object Detection
Semantic vs. Instance Segmentation
Hands-on Lab: Labeling retail products, vehicle detection, facial landmarks
Module 3 – Knowledge Check Quizzes
7 lessons, 1 quiz
Module 4 – Text Annotation for NLP
Module 4 – Overview
Named Entity Recognition (NER)
Sentiment Analysis Labeling
Intent Classification for Chatbots
Text Classification and Categorization
Hands-on Lab: Annotating customer reviews, news articles, social media data
Module 4 – Knowledge Check Quizzes
7 lessons, 1 quiz
Module 5 – Audio & Video Annotation
Module 5 – Overview
Speech-to-Text Transcription
Speaker Diarization and Identification
Sound Event Classification
Video Object Tracking Across Frames
Hands-on Lab: Transcribing African accents, tracking objects in video
Module 5 – Knowledge Check Quizzes
7 lessons, 1 quiz
Module 6 – Geospatial Data Annotation
Module 6 – Overview
Basics of GIS and Satellite Imagery
Boundary Marking and Land Cover Mapping
Hands-on Lab: Annotating Satellite or Drone imagery
Module 6 – Knowledge Check Quizzes
5 lessons, 1 quiz
Module 7 – Working as a Professional Annotator
Module 7 – Overview
How to follow Client Annotation Guidelines
Productivity and Quality Targets
Time Management and Remote Work
Introduction to Quality Control and Validation
Preparing for Real Industry Tasks
Module 7 – Knowledge Check Quizzes
7 lessons, 1 quiz
Module 1: Introduction to AI & Data Annotation
Module 1 – Knowledge Check Quizzes
This is a preview lesson
Register or sign in to take this lesson.
Take course
Sign in
3.4/5 – (18 votes)
Take Quiz
Previous
Next
