Marktechpost

OCTOBER 11, 2024

Using GANs to generate high-quality synthetic data, Distilabel addresses key issues such as data scarcity, bias, and privacy concerns. This framework can enhance the development of AI models by offering diverse, representative datasets, ultimately improving model performance and reliability across different domains.

Data Scarcity 111

Data Scarcity Neural Network Natural Language Processing Machine Learning 111

Topbots

DECEMBER 19, 2023

The findings indicate that alleged emergent abilities might evaporate under different metrics or more robust statistical methods, suggesting that such abilities may not be fundamental properties of scaling AI models. The paper also explores alternative strategies to mitigate data scarcity.

Large Language Models 103

Large Language Models Natural Language Processing AI Research AI Researcher 103

AWS Machine Learning Blog

MARCH 14, 2024

The computational cost alone can easily run into the millions of dollars to train models with hundreds of billions of parameters on massive datasets using thousands of GPUs or TPUs. Launched in 2017, Amazon SageMaker is a fully managed service that makes it straightforward to build, train, and deploy ML models.

Generative AI 137

Generative AI Prompt Engineer Prompt Engineering AI 137

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. Fine-tuning Mistral 7B on AWS Fastweb recognized the importance of developing language models tailored to the Italian language and culture.

Large Language Models 76

Large Language Models Data Scarcity LLM Generative AI 76

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

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

Heartbeat

FEBRUARY 27, 2024

In an increasingly interconnected and diverse world where communication transcends language barriers, the ability to communicate effectively with AI models in different languages is a vital tool. It is a vital procedure that ensures AI models can respond accurately and sensitively in various linguistic circumstances.

Prompt Engineer 40

Prompt Engineer Prompt Engineering Robotics Deep Learning 40

Viso.ai

DECEMBER 6, 2023

Edge Computing: With the growth in data volume, processing visual data at the edge has become a crucial concept for the adoption of computer vision. Edge AI involves processing data near the source. Therefore, edge devices like servers or computers are connected to cameras and run AI models in real-time applications.

Computer Vision 52

Computer Vision Convolutional Neural Networks Neural Network Categorization 52

Viso.ai

JANUARY 16, 2024

The traditional machine learning (ML) paradigm involves training models on extensive labeled datasets. This is done to extract patterns and test these models on unseen samples to evaluate performance. However, the method requires a sufficient volume of labeled training data.

Neural Network 52

Neural Network Computer Vision Convolutional Neural Networks Algorithm 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

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. Prior to joining AWS, Dr. Li held data science roles in the financial and retail industries.

Auto-complete 112

Auto-complete Data Scarcity Large Language Models Machine Learning 112

Pickl AI

DECEMBER 4, 2024

This explosive growth is driven by the increasing volume of data generated daily, with estimates suggesting that by 2025, there will be around 181 zettabytes of data created globally. This technology helps overcome challenges related to data scarcity and bias by generating realistic data that mimics real-world scenarios.

Data Science 52

Data Science Data Scientist Machine Learning Data Analysis 52