Unidata Blog

What is Training Data? – A Complete Guide 2024

What is Training Data? – A Complete Guide 2024

Why is Training Data Important? Training data is the foundation of Machine Learning (ML) models. Without good-quality training data, even […]

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Synthetic Data in ML: Complete Guide

Synthetic Data in ML: Complete Guide

Synthetic data is artificially generated information that mimics the statistical properties of real-world data, crafted through algorithms or simulations to […]

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How To Generate Synthetic Data: Full Guide

How To Generate Synthetic Data: Full Guide

Introduction What is Synthetic Data? What if we could create data that didn’t even exist yet, but still reflected the […]

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AI for Image Recognition: How Machines Learned to See—and Why It Matters 

AI for Image Recognition: How Machines Learned to See—and Why It Matters 

Your phone sorts photos by face. Your car knows when you’re not paying attention. And warehouses spot defects in milliseconds. […]

Automatic Speech Recognition (ASR): How Machines Learn to Listen

Automatic Speech Recognition (ASR): How Machines Learn to Listen

1. What Is Automatic Speech Recognition? Talk to your phone. Rant to your car. Whisper to your smart speaker. And […]

Lidar vs Radar: Complete Guide 2025

Lidar vs Radar: Complete Guide 2025

They both “see” the world — but in totally different ways. Lidar sketches every curve and corner in laser-sharp detail. […]

Facial Recognition – What is It and How It Works

Facial Recognition – What is It and How It Works

Facial recognition has quietly slipped into our everyday lives. It helps you unlock your phone, breeze through airport security, or […]

Research on the Most Stressful Driving Regions in the UK

Research on the Most Stressful Driving Regions in the UK

Over 100,000 road accidents take place across the UK each year — a toll that includes injuries and fatalities. In […]

Research on ML Dataset Search Trends (2019–2024)

Research on ML Dataset Search Trends (2019–2024)

In this study, we analyzed trends and statistics related to the search for machine learning (ML) datasets over the past […]

Validation Dataset in Machine Learning: What it is and Why it Matters

Validation Dataset in Machine Learning: What it is and Why it Matters

Let’s face it — training a machine learning model without a validation dataset is like prepping for a marathon but […]

What Is Object Detection in Computer Vision?

What Is Object Detection in Computer Vision?

What Is Object Detection?  Object Detection is a computer vision task aimed at identifying and localizing individual objects within an […]

Panoptic Segmentation – Data Annotation Guide

Panoptic Segmentation – Data Annotation Guide

Over the past few decades, computer vision has made remarkable progress. What once involved recognizing simple geometric shapes has evolved […]

3D Cuboid Annotation: Features and Applications

3D Cuboid Annotation: Features and Applications

What is a 3D Cuboid? A 3D cuboid is a volumetric bounding box in the shape of a rectangular prism […]

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