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Practical guides, career advice, and industry perspectives from the DeeLab team.

13 articles
All Academy News 1 AI & Machine Learning 1 Career & Skills 10 Industry Insights 1
In its first 41 days, DeelabAcademy.com recorded 185 course signups from 112 learners, with weekly signups tripling in late July. Course ratings average 4.78/5 from 136 reviews. A summary of the first month: who signed up, what they took, and what they said.
Academy News 5 min read · 05 August 2026

The First Month of DeelabAcademy.com

In its first 41 days, DeelabAcademy.com recorded 185 course signups from 112 learners, with weekly signups tripling in late July. Course ratings average 4.78/5 from 136 reviews. A summary of the first month: who signed up, what they took, and what they said.

K Kari Kinnunen Read article
Every chatbot reply, spam filter and translated sentence rests on text that a human once labelled. Text labeling marks entities, sentiment, intent and structure in raw language so a model can learn to work with it. Career & Skills
Text Labeling: Teaching AI to Read
Every chatbot reply, spam filter and translated sentence rests on text that a human once labelled. Text labeling marks entities, sentiment, intent and structure in raw language so a model can learn to work with it.
Kari Kari · 9 min read · 21 Jul 2026
To a computer, sound is just numbers; audio labelling is how humans add the meaning machines learn from. Annotators segment recordings, transcribe speech and tag speakers, emotions and sound events, producing the training data behind voice assistants, captions and smart devices. Career & Skills
Audio Labeling: How Machines Learn to Listen
To a computer, sound is just numbers; audio labelling is how humans add the meaning machines learn from. Annotators segment recordings, transcribe speech and tag speakers, emotions and sound events, producing the training data behind voice assistants, captions and smart devices.
Kari Kari · 5 min read · 19 Jul 2026
Video labeling teaches AI to track objects, mark event boundaries, and recognise actions across a timeline. It underpins autonomous vehicles, sports analytics, security systems, and quality control on production lines. Career & Skills
Video Labeling: Teaching Machines to Understand Motion
Video labeling teaches AI to track objects, mark event boundaries, and recognise actions across a timeline. It underpins autonomous vehicles, sports analytics, security systems, and quality control on production lines.
Kari Kari · 9 min read · 05 Jul 2026
Point cloud labeling is one of the fastest-growing skills in data annotation — powering self-driving cars, robotics, and 3D mapping. This beginner's guide explains what point clouds are, how annotation works, the industries that rely on it, and the tools used to capture and label 3D data. Career & Skills
Point Cloud Labeling: A Beginner's Guide to Annotating the 3D World
Point cloud labeling is one of the fastest-growing skills in data annotation — powering self-driving cars, robotics, and 3D mapping. This beginner's guide explains what point clouds are, how annotation works, the industries that rely on it, and the tools used to capture and label 3D data.
Kari Kari · 7 min read · 25 Jun 2026
Image annotation turns ordinary pixels into training data machines can learn from. Here's what it is, where it's used, the skills and tools it takes — and how to get certified at DeeLab Academy. Career & Skills
Image Annotation: How Humans Teach Machines to See
Image annotation turns ordinary pixels into training data machines can learn from. Here's what it is, where it's used, the skills and tools it takes — and how to get certified at DeeLab Academy.
Kari Kari · 10 min read · 23 Jun 2026
Data Annotation Basics is DeeLab Academy's new free programme: six self-paced courses, one for each main type of annotation. Each teaches the principles of its discipline and is the no cost way to learn the field and find which type suits you. Career & Skills
Data Annotation Basics: Six Free Courses
Data Annotation Basics is DeeLab Academy's new free programme: six self-paced courses, one for each main type of annotation. Each teaches the principles of its discipline and is the no cost way to learn the field and find which type suits you.
Kari Kari · 10 min read · 20 Jun 2026
What does it actually look like to work as a data annotator? We follow a certified annotator through a full shift — the tools, the decisions, and the craft behind every label. Career & Skills
A Day in the Life of a Data Annotator
What does it actually look like to work as a data annotator? We follow a certified annotator through a full shift — the tools, the decisions, and the craft behind every label.
Hannah Hannah · 4 min read · 12 Apr 2026
Garbage in, garbage out. It sounds simple, but data quality failures have derailed billion-dollar AI projects. Here's what it means to build AI on solid annotation foundations. AI & Machine Learning
Why Data Quality Is the Foundation of Every AI Model
Garbage in, garbage out. It sounds simple, but data quality failures have derailed billion-dollar AI projects. Here's what it means to build AI on solid annotation foundations.
Kari Kari · 3 min read · 05 Apr 2026
Image labeling, text classification, bounding boxes, semantic segmentation, audio transcription — annotation covers far more ground than most people realise. Here's a clear breakdown of the main types and when to use each. Career & Skills
The 5 Types of Data Annotation Every AI Team Should Know
Image labeling, text classification, bounding boxes, semantic segmentation, audio transcription — annotation covers far more ground than most people realise. Here's a clear breakdown of the main types and when to use each.
Hannah Hannah · 3 min read · 29 Mar 2026
Data annotation is one of the most accessible entry points into the AI industry. No coding required — just precision, patience, and the right training. Here's exactly how to begin. Career & Skills
How to Get Started in Data Annotation: A Complete Beginner's Guide
Data annotation is one of the most accessible entry points into the AI industry. No coding required — just precision, patience, and the right training. Here's exactly how to begin.
Hannah Hannah · 4 min read · 22 Mar 2026
Building a reliable annotation pipeline is harder than most enterprise AI teams expect. Here are seven lessons drawn from common patterns we see across the industry. Industry Insights
Building an Enterprise AI Training Pipeline: 7 Lessons from the Field
Building a reliable annotation pipeline is harder than most enterprise AI teams expect. Here are seven lessons drawn from common patterns we see across the industry.
Kari Kari · 3 min read · 15 Mar 2026

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