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BasicAI
Academy

A carefully curated hub for practical BasicAI resources for the data annotation industry. Learn the core concepts, follow hands-on tutorials, and get professional guidance from one place.

Machine learning

Computer vision

Deep learning

Data labeling

Data annotation

Labeling tools

Annotation services

TOPIC #1

Data Annotation Basics

Data Annotation 101: What It Is, Why It Matters, and Applications

Article

Data Annotation 101: What It Is, Why It Matters, and Applications

Data Annotation Project 101: Data, Methods, Tasks and Roles

Article

Data Annotation Project 101: Data, Methods, Tasks and Roles

What is Ontology in Machine Learning Data Annotation?

Article

What is Ontology in Machine Learning Data Annotation?

BasicAI’s Open-Source Xtreme1 vs. Enterprise Platform

Article

BasicAI’s Open-Source Xtreme1 vs. Enterprise Platform

Smart Data Annotation (Model-Assisted Labeling)

Article

Smart Data Annotation (Model-Assisted Labeling)

TOPIC #2

Data Annotation Quality

Quality Metrics for Computer Vision Data Annotation

Article

Quality Metrics for Computer Vision Data Annotation

8 Elements in Your LiDAR Point Cloud Data Annotation Guidelines

Article

8 Elements in Your LiDAR Point Cloud Data Annotation Guidelines

TOPIC #3

Data Annotation Services

How Much Do Data Annotation Services Cost?

Article

How Much Do Data Annotation Services Cost?

How to Choose the Right Data Annotation Partner?

Article

How to Choose the Right Data Annotation Partner?

Crowdsourcing vs. Managed Workforce (BPO)

Article

Crowdsourcing vs. Managed Workforce (BPO)

When to Outsource Data Annotation Work?

Article

When to Outsource Data Annotation Work?

TOPIC #4

LiDAR Point Cloud Annotation with BasicAI

Complete Guide to 3D LiDAR Point Cloud Data Annotation

EBook

Complete Guide to 3D LiDAR Point Cloud Data Annotation

How to Annotate LiDAR-Camera Fusion Data

Video

How to Annotate LiDAR-Camera Fusion Data

3D Cuboid Annotation for CV Model Training

Article

3D Cuboid Annotation for CV Model Training

A Guide to 3D LiDAR Point Cloud Segmentation

Article

A Guide to 3D LiDAR Point Cloud Segmentation

TOPIC #5

Image and Video Annotation with BasicAI

Bounding Box Annotation for CV Model Training

Article

Bounding Box Annotation for CV Model Training

Image Segmentation: Concepts, Use Cases and Workflow

Article

Image Segmentation: Concepts, Use Cases and Workflow

Keypoint and Skeleton Annotation for CV Model Training

Article

Keypoint and Skeleton Annotation for CV Model Training

Object Tracking in Computer Vision

Article

Object Tracking in Computer Vision

Panoptic Image Segmentation Explained

Article

Panoptic Image Segmentation Explained

How to Annotate Images on BasicAI Platform

Video

How to Annotate Images on BasicAI Platform

TOPIC #6

LLM & NLP Annotation with BasicAI

Large Language Models (LLMs) Annotation: SFT, RLHF

Article

Large Language Models (LLMs) Annotation: SFT, RLHF

A Comprehensive Analysis of Text Annotation

Article

A Comprehensive Analysis of Text Annotation

A Comprehensive Analysis of Audio / Speech Annotation

Article

A Comprehensive Analysis of Audio / Speech Annotation

TOPIC #7

How Data Annotation Helps AI Applications

How AI Data Annotation Helps Smart Agriculture

How AI Data Annotation Helps Smart Agriculture

How AI Data Annotation Helps ADAS

How AI Data Annotation Helps ADAS

How AI Data Annotation Helps Construction Industry

How AI Data Annotation Helps Construction Industry

How AI Data Annotation Helps Smart Logistics

How AI Data Annotation Helps Smart Logistics

How AI Data Annotation Helps Smart Retail

How AI Data Annotation Helps Smart Retail

How AI Data Annotation Helps Security Industry

How AI Data Annotation Helps Security Industry

How AI Data Annotation Helps Education Industry

How AI Data Annotation Helps Education Industry

How AI Data Annotation Helps Warehousing Industry

How AI Data Annotation Helps Warehousing Industry

How AI Data Annotation Helps Autonomous Driving

How AI Data Annotation Helps Autonomous Driving

How AI Data Annotation Helps Sports Industry

How AI Data Annotation Helps Sports Industry

How AI Data Annotation Helps Insurance Industry

How AI Data Annotation Helps Insurance Industry

How AI Data Annotation Helps Smart Mining

How AI Data Annotation Helps Smart Mining

How AI Data Annotation Helps Healthcare Industry

How AI Data Annotation Helps Healthcare Industry

How AI Data Annotation Helps Manufacturing

How AI Data Annotation Helps Manufacturing

How AI Data Annotation Helps Smart City

How AI Data Annotation Helps Smart City

TOPIC #8

Collaborative Data Annotation Project

Getting Started with a Project Manager Role

Video

Getting Started with a Project Manager Role

Getting Started With an Inspector Role

Video

Getting Started With an Inspector Role

Data and Folder Structure Explanations for Different Datasets

Video

Data and Folder Structure Explanations for Different Datasets

Getting Started With an Annotator Role

Video

Getting Started With an Annotator Role

How to Create Data Annotation Tasks

Video

How to Create Data Annotation Tasks

Getting Started With a Reviewer Role

Video

Getting Started With a Reviewer Role

Task Management for Data Annotation Teamwork

Video

Task Management for Data Annotation Teamwork

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