Marktechpost

AUGUST 3, 2023

Subsequently, a team of researchers from South Korea has developed a method called LP-MusicCaps (Large language-based Pseudo music caption dataset), creating a music captioning dataset by applying LLMs carefully to tagging datasets. This resulted in the generation of approximately 2.2M captions paired with 0.5M audio clips.

Data Scarcity 52

Data Scarcity Large Language Models BERT Natural Language Processing 52

Marktechpost

SEPTEMBER 2, 2023

On various Natural Language Processing (NLP) tasks, Large Language Models (LLMs) such as GPT-3.5 With just a few normal samples, AnomalyGPT can also learn in context, allowing for quick adjustment to new objects. They optimize the LVLM using synthesized anomalous visual-textual data and incorporating IAD expertise.

Data Scarcity 120

Data Scarcity Large Language Models Natural Language Processing LLM 120

Marktechpost

SEPTEMBER 8, 2024

Large language models (LLMs) have revolutionized natural language processing (NLP), particularly for English and other data-rich languages. However, this rapid advancement has created a significant development gap for underrepresented languages, with Cantonese being a prime example.

Large Language Models 102

Large Language Models NLP Neural Network Data Scarcity 102

Pickl AI

OCTOBER 21, 2024

By leveraging auxiliary information such as semantic attributes, ZSL enhances scalability, reduces data dependency, and improves generalisation. This innovative approach is transforming applications in computer vision, Natural Language Processing, healthcare, and more.

Natural Language Processing 52

Natural Language Processing Data Scarcity Computer Vision Machine Learning 52

AWS Machine Learning Blog

FEBRUARY 12, 2025

Although fine-tuning with a large amount of high-quality original data remains the ideal approach, our findings highlight the promising potential of synthetic data generation as a viable solution when dealing with data scarcity. Yiyue holds a Ph.D. Outside of work, she enjoys sports, hiking, and traveling.

LLM 74

LLM Generative AI Deep Learning Data Scarcity 74

Pickl AI

FEBRUARY 1, 2023

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. What is Transfer Learning? Transfer Learning is a technique in Machine Learning where a model is pre-trained on a large and general task.

Deep Learning 52

Deep Learning Convolutional Neural Networks Machine Learning Neural Network 52

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

Pickl AI

OCTOBER 9, 2024

Summary: Small Language Models (SLMs) are transforming the AI landscape by providing efficient, cost-effective solutions for Natural Language Processing tasks. With innovations in model compression and transfer learning, SLMs are being applied across diverse sectors. What Are Small Language Models (SLMs)?

Natural Language Processing 52

Natural Language Processing Data Scarcity Large Language Models AI 52

deepsense.ai

FEBRUARY 6, 2024

Supervised learning Supervised learning is a widely used approach in machine learning, where algorithms are trained using a large number of input examples paired with their corresponding expected outputs. Illustration of a few-shot segmentation process. Different segmentation types. Source: own study.

Prompt Engineer 105

Prompt Engineer Prompt Engineering NLP Computer Vision 105

Viso.ai

DECEMBER 18, 2023

Access to synthetic data is valuable for developing effective artificial intelligence (AI) and machine learning (ML) models. Real-world data often poses significant challenges, including privacy, availability, and bias. To address these challenges, we introduce synthetic data as an ML model training solution.

Computer Vision 52

Computer Vision Neural Network Auto-complete Data Scarcity 52

Allen AI

DECEMBER 4, 2023

Highlighted work from our institute appearing at this year’s EMNLP conference Empirical Methods in Natural Language Processing ( EMNLP ) is a leading conference in natural language processing and artificial intelligence. Hearst, Daniel S.

Natural Language Processing 52

Natural Language Processing Large Language Models Data Scarcity NLP 52

Viso.ai

JANUARY 2, 2024

Deep Dive: Convolutional Neural Network Algorithms for Specific Challenges CNNs, while powerful, face distinct challenges in their application, particularly in scenarios like data scarcity, overfitting, and unstructured data environments.

Convolutional Neural Networks 52

Convolutional Neural Networks Neural Network Computer Vision Data Scarcity 52

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. It’s capable of scalable, photorealistic data generation that includes accurate annotations for training.

Computer Vision 52

Computer Vision Robotics Natural Language Processing Data Scarcity 52

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. It’s capable of scalable, photorealistic data generation that includes accurate annotations for training.

Computer Vision 52

Computer Vision Robotics Natural Language Processing Data Scarcity 52

John Snow Labs

AUGUST 7, 2024

They advocate for the importance of transparency, informed consent protections, and the use of health information exchanges to avoid data monopolies and to ensure equitable benefits of Gen AI across different healthcare providers and patients. However as AI technology progressed its potential within the field also grew.

Generative AI 59

Generative AI AI AI Algorithm 59

deepsense.ai

FEBRUARY 12, 2024

Supervised learning Supervised learning is a widely used approach in machine learning, where algorithms are trained using a large number of input examples paired with their corresponding expected outputs. Illustration of a few-shot segmentation process. Different segmentation types. Source: own study.

Prompt Engineer 52

Prompt Engineer Prompt Engineering NLP Computer Vision 52

John Snow Labs

FEBRUARY 29, 2024

They advocate for the importance of transparency, informed consent protections, and the use of health information exchanges to avoid data monopolies and to ensure equitable benefits of Gen AI across different healthcare providers and patients​​. However as AI technology progressed its potential within the field also grew.

Generative AI 40

Generative AI AI AI Algorithm 40

Marktechpost

APRIL 15, 2024

The rapid advancement of large language models has ushered in a new era of natural language processing capabilities. However, a significant challenge persists: most of these models are primarily trained on a limited set of widely spoken languages, leaving a vast linguistic diversity unexplored. Million AI Audience?

Machine Learning 134

Machine Learning Data Scarcity Large Language Models Natural Language Processing 134

Marktechpost

SEPTEMBER 15, 2024

Large Language Models (LLMs) have revolutionized natural language processing in recent years. These approaches have shown exceptional performance across various tasks, including language generation, understanding, and domain-specific applications.

BERT 117

BERT LLM Large Language Models Categorization 117

Pickl AI

DECEMBER 4, 2024

Summary: The future of Data Science is shaped by emerging trends such as advanced AI and Machine Learning, augmented analytics, and automated processes. As industries increasingly rely on data-driven insights, ethical considerations regarding data privacy and bias mitigation will become paramount.

Data Science 52

Data Science Data Scientist Machine Learning Data Analysis 52

Viso.ai

DECEMBER 15, 2023

It’s used to generate cohesive and creative song lyrics, contributing to the songwriting process. It focuses on generating hip-hop rap lyrics, utilizing NLP and machine learning techniques to produce rhythmically and thematically coherent verses. Lyric Generation ( DeepRapper ): DeepRapper is an AI-based lyric generation tool.

Computer Vision 52

Computer Vision Deep Learning AI AI 52

AWS Machine Learning Blog

DECEMBER 18, 2024

With a vision to build a large language model (LLM) trained on Italian data, Fastweb embarked on a journey to make this powerful AI capability available to third parties. To tackle this data scarcity challenge, Fastweb had to build a comprehensive training dataset from scratch to enable effective model fine-tuning.

Large Language Models 100

Large Language Models Data Scarcity LLM Generative AI 100