Marktechpost

MAY 8, 2024

Over the past decade, advancements in deep learning and artificial intelligence have driven significant strides in self-driving vehicle technology. These technologies have revolutionized computer vision, robotics, and natural language processing and played a pivotal role in the autonomous driving revolution.

Deep Learning 124

Deep Learning Neural Network Data Scarcity Natural Language Processing 124

Marktechpost

MARCH 1, 2024

Point clouds serve as a prevalent representation of 3D data, with the extraction of point-wise features being crucial for various tasks related to 3D understanding. However, the scarcity and limited annotation of 3D data present significant challenges for the development and impact of 3D pretraining.

Data Scarcity 111

Data Scarcity Natural Language Processing Deep Learning Artificial Intelligence 111

Pickl AI

FEBRUARY 1, 2023

Transfer Learning in Deep Learning: A Brief Overview Collecting large volumes of data, filtering it and then interpreting is a challenging task. What if we say that you have the option of using a pre-trained model that works as a framework for data training? Yes, Transfer Learning is the answer to it.

Deep Learning 52

Deep Learning Convolutional Neural Networks Machine Learning Neural Network 52

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. The paper also explores alternative strategies to mitigate data scarcity.

Large Language Models 103

Large Language Models Natural Language Processing AI Researcher AI Research 103

Pickl AI

MAY 29, 2024

Multi-Task Learning Deep Learning is a towering pillar in the vast landscape of artificial intelligence, revolutionising various domains with remarkable capabilities. Deep Learning algorithms have become integral to modern technology, from image recognition to Natural Language Processing.

Data Scarcity 52

Data Scarcity Neural Network Deep Learning Natural Language Processing 52

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 Engineer 105

Prompt Engineer Prompt Engineering NLP Computer Vision 105

Viso.ai

FEBRUARY 11, 2024

By marrying the disciplines of computer vision, natural language processing, mechanics, and physics, we are bound to see a frameshift change in the way we interact with, and are assisted by robot technology. Processing this data also demands significant computational resources, especially for deep learning models.

Computer Vision 52

Computer Vision Robotics Natural Language Processing Data Scarcity 52