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INSIDE THE SYNTHETIC DATA CLOUD

From data generation and AI models training strategies, to real-world success stories, the SKY ENGINE AI Blog unveils what’s possible in the synthetic data cloud.

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Showing articles in category: Quality
01.0
ConceptsQuality

Beyond RGB: The Rise of Hyperspectral Rendering and Synthetic Data

Hyperspectral and multispectral imaging expose what RGB cannot: the continuous variation of light across wavelengths.

2026-01-07-by SKY ENGINE AI
02.0
Data ScienceEvaluationQuality

With What Accuracy Levels Can We Get Away in Computer Vision?

There’s no magic number. No single threshold that separates “good” from “bad.” 80%, 90%, 99% — these values mean nothing until you define the context: dataset complexity, operational risk, and task type.

2025-12-16-by SKY ENGINE AI
03.0
Data ScienceQualityTrust

7 pillars of trust: how to build AI you can truly trust?

Check out the major criteria every trustworthy AI system should meet, and why they matter for building reliable and responsible models.

2025-11-03-by SKY ENGINE AI
04.0
Synthetic DataQuality

Is Your Synthetic Data Trustworthy? Key Metrics and Tests

Learn how to assess synthetic-data quality with essential metrics, stress tests and validation tools, and discover how to build trusted datasets for real-world AI deployment.

2025-08-23-by SKY ENGINE AI
05.0
Data GenerationQualityTrust

Synthetic Data and GDPR

Learn how artificial data can help protect privacy in the age of AI.

2025-07-01-by SKY ENGINE AI

Insights

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01.0
Synthetic DataData ScienceStrategy

Transparent ROI (Return on Investment) of Synthetic Data

Estimating the financial costs and benefits of implementing a Synthetic Data Cloud

2025-08-24-by SKY ENGINE AI
02.0
Data ScienceQualityTrust

7 pillars of trust: how to build AI you can truly trust?

Check out the major criteria every trustworthy AI system should meet, and why they matter for building reliable and responsible models.

2025-11-03-by SKY ENGINE AI

Vision AI basics

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01.0
Data EngineeringResearchConcepts

Is Data Science an Actual Science?

Is data science an actual science? Our answer has evolved with the discipline itself: data science is not merely a tool for science—it is science, extended into new domains of perception.

2025-11-04-by SKY ENGINE AI
02.0
Data ScienceAI TrainingEvaluation

Metrics in Data Science: Beyond the Basics

This article covers the fundamental metrics everyone learns early on, and then pushes further into the advanced territory where models meet reality: image segmentation, object detection, and model drift over time. That’s where evaluation becomes not only technical, but mission-critical.

2025-09-15-by SKY ENGINE AI

Applications

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01.0
AutomotiveProduct DevelopmentUse cases

Navigating Euro NCAP 2026: How Synthetic Data Powers Next-Gen In-Cabin Monitoring Systems

Complete guide to Euro NCAP 2026 in-cabin monitoring requirements and how synthetic data accelerates automotive AI development for driver monitoring systems, occupant classification, and child presence detection.

2025-09-03-by SKY ENGINE AI
02.0
MLOps

How Synthetic Data Accelerates MLOps at Scale?

Explore how synthetic data removes bottlenecks, speeds up MLOps, and strengthens training pipelines with scalable, controlled, and instantly annotated datasets.

2025-11-03-by SKY ENGINE AI