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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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01.0
Data ScienceMachine LearningSynthetic Data

Zero-shot learning in Computer Vision/Vision AI

Zero-shot learning (ZSL) is a machine learning technique that enables a model to categorise items from previously unseen classes without getting any explicit training for those classes.

2023-08-28-by SKY ENGINE AI
02.0
Data SplitData ScienceComputer Vision

How to Split Dataset in Machine Learning?

To prevent overfitting and to correctly evaluate your model, divide your data into train, validation, and test batches

2023-05-31-by SKY ENGINE AI
03.0
Vision AIData ScienceSynthetic Data

What is EfficientNet?

First introduced in 2019 by a team of Google AI researchers, quickly became a go-to architecture for many difficult tasks

2023-04-17-by SKY ENGINE AI
04.0
Data ScienceMachine LearningSynthetic Data

What is a neural network?

The development of neural networks is an active subject of study, as academics and businesses attempt to find more efficient ways to handle complicated problems using machine learning.

2023-01-11-by SKY ENGINE AI
05.0
Data ScienceMachine LearningComputer Vision

What is Knowledge Distillation?

Deep neural networks have grown in popularity for a variety of applications ranging from recognising items in images using object detection models to creating language using GPT models. Deep learning models, on the other hand, are frequently huge and computationally costly, making them challenging to deploy on resource-constrained devices like mobile phones or embedded systems. Knowledge distillation solves this issue by condensing a huge, complicated neural network into a smaller, simpler one while retaining its performance.

2022-12-02-by SKY ENGINE AI
06.0
Synthetic DataComputer VisionProduct Development

The Virtuous Cycle of Synthetic Data in AI-powered Products

The virtuous cycle of data needs to be expanded by new modalities including synthetic data to further enhance product development and customers willingness to share more data.

2022-11-17-by SKY ENGINE AI
07.0
Synthetic DataConstructionHeavy Industry

Adaptive Construction Intelligence with Deep Learning in the Metaverse Using SKY ENGINE AI Platform to Improve On-site Predictive Analytics

The SKY ENGINE AI Platform facilitates development of computer vision and AI models for construction site safety monitoring, inspection, and predictive analytics to optimize operations and prevent incidents.

2022-02-15-by SKY ENGINE AI
08.0
Computer VisionSynthetic Data

A Comprehensive Strategy For Computer Vision By Combining Data-Centric And Model-Based Approaches With High Quality Synthetic Datasets

In this article, you'll discover how to think about your machine learning models from a data-centric standpoint, stressing the relevance and value of data in the AI models creation process.

2022-01-31-by SKY ENGINE AI
09.0
Deep LearningSynthetic Data CloudVideo Analytics

Unlocking Accurate Warehousing And Inventorying Solutions With AI Training In The Metaverse And Synthetically Generated Data

In this article, you will discover how SKY ENGINE AI’s platform with synthetic data generation tools and AI models training in virtual environment enable designing of computer vision systems for warehousing whereas mitigating bottlenecks and issues with inventorying accuracy.

2021-11-21-by SKY ENGINE AI
10.0
Synthetic DataDeep LearningSports

Advancing AI Sports Analytics Through Combined Power of a Synthetic Data-Driven SKY ENGINE AI Platform and NVIDIA RTX

Developing AI solutions for sports analytics is challenging, but advanced AI algorithms can analyze detailed behavioral patterns in team-based sports, providing coaches with insights that are difficult to observe manually.

2021-11-01-by SKY ENGINE AI
11.0
Deep LearningComputer VisionVideo Analytics

What is Synthetic Data?

Synthetic data is one of the most useful data-driven AI approaches

2021-10-18-by SKY ENGINE AI
12.0
Computer VisionVideo AnalyticsSynthetic Data

Accelerating Model Development and AI Training with Synthetic Data, SKY ENGINE AI Platform for 5G RAN

One way to bridge the data gap and accelerate model training is by using synthetic data instead of real data for training. SKY ENGINE AI provides a platform to move deep learning to virtual reality. It is possible to generate synthetic data using simulations where the synthetic images come with the annotation that can be used directly in training AI models.

2021-06-18-by SKY ENGINE AI