Marktechpost

JULY 23, 2023

Data scarcity and data imbalance are two of these challenges. Using insufficiently large or imbalanced datasets to train or evaluate a machine learning model may result in systemic biases in model performance. Still, their synthetic results lack the image quality of GANs.

Machine Learning 98

Machine Learning Data Scarcity Algorithm AI Research 98

AWS Machine Learning Blog

FEBRUARY 12, 2025

We use the larger teacher model to generate new data based on its knowledge, which is then used to train the smaller student model. If youre interested in working with the AWS Generative AI Innovation Center and learning more about LLM customization and other generative AI use cases, visit Generative AI Innovation Center.

LLM 76

LLM Generative AI Deep Learning Data Scarcity 76

Topbots

DECEMBER 19, 2023

A key finding is that for a fixed compute budget, training with up to four epochs of repeated data shows negligible differences in loss compared to training with unique data. However, beyond four epochs, the additional computational investment yields diminishing returns.

Large Language Models 110

Large Language Models Natural Language Processing Machine Learning AI Research 110

deepsense.ai

FEBRUARY 6, 2024

Harnessing the power of deep learning for image segmentation is revolutionizing numerous industries, but often encounters a significant obstacle – the limited availability of training data. Over the years, various successful deep learning architectures have been developed for this task, such as U-Net or SegFormer.

Prompt Engineering 105

Prompt Engineering Prompt Engineer NLP Computer Vision 105

Viso.ai

DECEMBER 18, 2023

In this article, we’ll discuss the following: What is synthetic data? Organizations can easily source data to promote the development, deployment, and scaling of their computer vision applications. Viso Suite is the End-to-End, No-Code Computer Vision Platform – Learn more What is Synthetic Data?

Computer Vision 52

Computer Vision Neural Network Auto-complete Data Scarcity 52

Viso.ai

JANUARY 2, 2024

In the following, we will explore Convolutional Neural Networks (CNNs), a key element in computer vision and image processing. Our products provide capabilities to train deep neural network models and use them in a no-code environment. Learn more and request a demo.

Convolutional Neural Networks 52

Convolutional Neural Networks Neural Network Computer Vision Data Scarcity 52

Viso.ai

JANUARY 16, 2024

In this article, we will discuss Types of N-shot learning paradigms Different frameworks and approaches Applications Challenges, and Future Research About us: Viso.ai provides a robust end-to-end no-code computer vision solution – Viso Suite. Viso Suite is the end-to-end, No-Code Computer Vision Solution.

Neural Network 52

Neural Network Computer Vision Convolutional Neural Networks Algorithm 52

deepsense.ai

FEBRUARY 12, 2024

Harnessing the power of deep learning for image segmentation is revolutionizing numerous industries, but often encounters a significant obstacle the limited availability of training data. Over the years, various successful deep learning architectures have been developed for this task, such as U-Net or SegFormer.

Prompt Engineering 52

Prompt Engineering Prompt Engineer NLP Computer Vision 52

Viso.ai

DECEMBER 15, 2023

Muzic is a “research project on AI music that empowers music understanding and generation with deep learning and artificial intelligence.” Muzic’s multifaceted approach aims to combine AI’s computational power with the artistry of music. Microsoft launched the project in 2019 in Asia.

Computer Vision 52

Computer Vision Deep Learning AI AI 52