Unite.AI

JULY 5, 2024

Large Language Models (LLMs) are powerful tools not just for generating human-like text, but also for creating high-quality synthetic data. This capability is changing how we approach AI development, particularly in scenarios where real-world data is scarce, expensive, or privacy-sensitive.

LLM 257

LLM Prompt Engineering Prompt Engineer Data Scarcity 257

Marktechpost

APRIL 17, 2024

In the rapidly evolving landscape of artificial intelligence (AI), the quest for large, diverse, and high-quality datasets represents a significant hurdle. For instance, in domains where authentic data is rare or sensitive, synthetic data emerges as a scalable and customizable alternative. Yet synthetic data has its challenges.

Data Scarcity 119

Data Scarcity Artificial Intelligence Artificial Intelligence AI Modeling 119

Unite.AI

SEPTEMBER 12, 2024

Traditionally, AI research and development have focused on refining models, enhancing algorithms, optimizing architectures, and increasing computational power to advance the frontiers of machine learning. However, a noticeable shift is occurring in how experts approach AI development, centered around Data-Centric AI.

Data Quality 159

Data Quality Data Scarcity AI AI 159

Topbots

DECEMBER 19, 2023

These awards highlight the latest achievements and novel approaches in AI research. Additionally, two Dataset Awards were given, acknowledging the importance of robust and diverse datasets in AI development. 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

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. Rapid AI Development.

Computer Vision 52

Computer Vision Neural Network Auto-complete Data Scarcity 52

Marktechpost

APRIL 4, 2024

Gretel has made a remarkable contribution to the field of AI by launching the most extensive and diverse open-source Text-to-SQL dataset. This move will significantly accelerate the training of AI models and will enhance the quality of data-driven insights across various industries.

Artificial Intelligence 111

Artificial Intelligence Artificial Intelligence AI Modeling Data Scarcity 111

AWS Machine Learning Blog

DECEMBER 4, 2024

The NVIDIA Nemotron family, available as NVIDIA NIM microservices, offers a cutting-edge suite of language models now available through Amazon Bedrock Marketplace, marking a significant milestone in AI model accessibility and deployment.

Auto-complete 94

Auto-complete Machine Learning Data Scarcity Large Language Models 94