AI News

JANUARY 7, 2025

Pras Velagapudi, CTO at Agility, comments: Data scarcity and variability are key challenges to successful learning in robot environments. Huang also announced the release of Llama Nemotron, designed for developers to build and deploy powerful AI agents.

Robotics 292

Robotics Data Scarcity Big Data Explainability 292

Unite.AI

JANUARY 24, 2025

However, as the availability of real-world data reaches its limits , synthetic data is emerging as a critical resource for AI development. The Rise of Synthetic Data Synthetic data is artificially generated information designed to replicate the characteristics of real-world data.

AI Development 130

AI Development AI Developer Natural Language Processing AI 130

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.

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LLM Prompt Engineering Prompt Engineer Data Scarcity 256

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.

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Data Scarcity Artificial Intelligence Artificial Intelligence AI Modeling 117

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.

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Data Quality Data Scarcity AI AI 157

Marktechpost

DECEMBER 1, 2024

Benefits and Use Cases The significance of Promptwright lies in the benefits it brings to AI and machine learning workflows. By enabling straightforward generation of synthetic datasets, it allows organizations to experiment and train models without being hindered by data scarcity or privacy restrictions.

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Python LLM Data Scarcity Data Scientist 88

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.

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Large Language Models Natural Language Processing Machine Learning AI Research 110