Unite.AI

AUGUST 21, 2024

Microsoft Research tested two approaches — fine-tuning , which trains models on specific data, and Retrieval-Augmented Generation (RAG) , which enhances responses by retrieving relevant documents, reporting these relative advantages.

Generative AI 306

Generative AI Robotics Data Scarcity Automation 306

Unite.AI

JANUARY 22, 2024

Synthetic data , artificially generated to mimic real data, plays a crucial role in various applications, including machine learning , data analysis , testing, and privacy protection. However, generating synthetic data for NLP is non-trivial, demanding high linguistic knowledge, creativity, and diversity.

NLP 167

NLP BERT Data Scarcity Large Language Models 167

Marktechpost

JUNE 19, 2024

ML models, including artificial neural networks (ANNs), are employed for complex data analysis from microscopy images, aiding in microfluidic-based high-throughput bioprocess development. Transfer learning and ensemble methods address challenges like overfitting, underfitting, and data scarcity.

Machine Learning 105

Machine Learning Neural Network Data Scarcity ML 105

Marktechpost

MAY 20, 2024

The expansion of question-answering (QA) systems driven by artificial intelligence (AI) results from the increasing demand for financial data analysis and management. Acquiring high-quality data is difficult, and copyright constraints frequently hinder sharing it.

Data Scarcity 56

Data Scarcity Artificial Intelligence Artificial Intelligence Data Analysis 56

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

John Snow Labs

AUGUST 7, 2024

Initially its applications were modest focusing on tasks like pattern recognition in imaging and data analysis. Overcoming Data Limitations In healthcare, the availability and quality of data can be significant barriers to research and development.

Generative AI 59

Generative AI AI AI Algorithm 59

John Snow Labs

FEBRUARY 29, 2024

Initially its applications were modest focusing on tasks like pattern recognition in imaging and data analysis. Overcoming Data Limitations In healthcare, the availability and quality of data can be significant barriers to research and development.

Generative AI 40

Generative AI AI AI Algorithm 40