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 104

Deep Learning Neural Network Data Scarcity Natural Language Processing 104

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

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 93

Data Scarcity Natural Language Processing Deep Learning Artificial Intelligence 93

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

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 110

Large Language Models Natural Language Processing AI Researcher AI Research 110

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 is a research project from Microsoft that uses deep learning techniques for music generation and understanding – source.

Computer Vision 52

Computer Vision Deep Learning AI AI 52

Viso.ai

DECEMBER 18, 2023

Instead of relying on organic events, we generate this data through computer simulations or generative models. Synthetic data can augment existing datasets, create new datasets, or simulate unique scenarios. Specifically, it solves two key problems: data scarcity and privacy concerns. Technique No.

Computer Vision 52

Computer Vision Neural Network Auto-complete Data Scarcity 52