AssemblyAI

SEPTEMBER 22, 2023

Last year’s emergence of user-friendly interfaces for models like DALL-E 2 or Stable Diffusion for images and ChatGPT for text generation was key to boost the world’s attention to generative AI. Final Words The landscape of Generative AI is evolving at a brisk pace.

Convolutional Neural Networks 246

Convolutional Neural Networks AI AI Data Scarcity 246

AWS Machine Learning Blog

FEBRUARY 12, 2025

Theres a growing demand from customers to incorporate generative AI into their businesses. Many use cases involve using pre-trained large language models (LLMs) through approaches like Retrieval Augmented Generation (RAG). degree in Data Science from New York University. degree in Data Science from New York University.

LLM 73

LLM Generative AI Deep Learning Data Scarcity 73

TheSequence

NOVEMBER 20, 2024

Created Using Midjourney Are we running out of data? This is a contentious debate in the world of generative AI, with passionate supporters and detractors on both sides. As a result, the question of AI hitting a 'data wall' has become increasingly relevant.

Data Scarcity 59

Data Scarcity Generative AI AI Modeling AI 59

John Snow Labs

AUGUST 7, 2024

Generative AI in healthcare is a transformative technology that utilizes advanced algorithms to synthesize and analyze medical data, facilitating personalized and efficient patient care. Initially its applications were modest focusing on tasks like pattern recognition in imaging and data analysis.

Generative AI 59

Generative AI AI AI Algorithm 59

Marktechpost

DECEMBER 15, 2024

The researchers also reported enhanced instruction diversity and richness, with over 10,000 unique words incorporated into the SRDF-generated dataset, addressing the vocabulary limitations of previous datasets. The SRDF approach addresses the long-standing challenge of data scarcity in VLN by automating dataset refinement.

Data Scarcity 79

Data Scarcity Data Quality Automation AI 79

John Snow Labs

FEBRUARY 29, 2024

Generative AI in healthcare is a transformative technology that utilizes advanced algorithms to synthesize and analyze medical data, facilitating personalized and efficient patient care. Initially its applications were modest focusing on tasks like pattern recognition in imaging and data analysis.

Generative AI 40

Generative AI AI AI Algorithm 40

LevelAI

APRIL 1, 2024

Trend #1: Generative AI will provide greater automation and better business outcomes One of the most prominent trends in the future of call centers is the greater role generative AI is playing when it comes to automating and streamlining operations. Today, customers expect seamless experiences across channels.

Data Scarcity 52

Data Scarcity Generative AI Automation AI Tools 52

Topbots

DECEMBER 19, 2023

A key finding is that for a fixed compute budget, training with up to four epochs of repeated data shows negligible differences in loss compared to training with unique data. The paper also explores alternative strategies to mitigate data scarcity.

Large Language Models 110

Large Language Models Natural Language Processing Machine Learning AI Research 110

Bitext

OCTOBER 6, 2022

Recognize a user´s intent in any chatbot platform: Dialogflow, MS-LUIS, RASA… Enjoy 90% accuracy, guaranteed by SLA Machine Learning is one of the most common use cases for Synthetic Data today, mainly in images or videos.

Data Scarcity 52

Data Scarcity Chatbots Machine Learning Explainability 52

John Snow Labs

OCTOBER 16, 2023

As the market for generative AI solutions is poised to hit $51.8 McKinsey & Company’s findings underscore 2023 as a landmark year for generative AI, hinting at the transformative wave ahead. As the market for generative AI solutions is poised to hit $51.8

Large Language Models 52

Large Language Models NLP Metadata Data Scarcity 52

TheSequence

APRIL 14, 2024

The method was applied to several LLMs and covers aspects such as vocabulary extension, direct preference optimization and the data scarcity problem —> Read more. Google Gen AI Products Google announced several generative AI products at its Cloud Next conference —> Read more.

Data Scarcity 52

Data Scarcity LLM Neural Network ML 52

Mlearning.ai

MAY 23, 2023

This innovative approach tackles the data scarcity issue for less common languages, allowing MMS to surpass this limitation. Most of us have used a AI assisant on the phone. Meta’s solution stands out by leveraging audio recordings of individuals reading translated texts from the New Testament in various languages.

Data Scarcity 52

Data Scarcity Algorithm OpenAI Machine Learning 52

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. Technique No.

Computer Vision 52

Computer Vision Neural Network Auto-complete Data Scarcity 52

Viso.ai

DECEMBER 6, 2023

Generative AI: Architectures like Generative Adversarial Networks ( GANs ) and Variational Autoencoders ( VAEs ) are giving rise to generative models that can synthesize new images based on input data distributions. Synthetic data generation to help overcome data scarcity and privacy problems in computer vision.

Computer Vision 52

Computer Vision Convolutional Neural Networks Neural Network Categorization 52

Unite.AI

MARCH 13, 2024

The fine-tuned models' performance surpasses generic models, signaling their unparalleled domain-specific utility. Data Availability and Quality : Obtaining high-quality, domain-specific datasets is crucial for training accurate and reliable DSLMs.

Natural Language Processing 201

Natural Language Processing Large Language Models Data Scarcity LLM 201

AWS Machine Learning Blog

DECEMBER 4, 2024

He focuses on core challenges related to deploying complex AI applications, inference with multi-tenant models, cost optimizations, and making the deployment of Generative AI models more accessible. Prior to joining AWS, Dr. Li held data science roles in the financial and retail industries.

Machine Learning 92

Machine Learning Large Language Models Data Scarcity Auto-complete 92

Pickl AI

DECEMBER 4, 2024

The rise of advanced technologies such as Artificial Intelligence (AI), Machine Learning (ML) , and Big Data analytics is reshaping industries and creating new opportunities for Data Scientists. Key Takeaways AI and Machine Learning will advance significantly, enhancing predictive capabilities across industries.

Data Science 52

Data Science Data Scientist Machine Learning Data Analysis 52

Viso.ai

DECEMBER 15, 2023

AI music is revolutionizing the music industry through a wide range of artificial intelligence (AI) applications. Music-generative AI changes how we understand, create, and interact with music. These intelligent models have transcended their traditional linguistic boundaries to influence music generation.

Computer Vision 52

Computer Vision Deep Learning AI AI 52

Marktechpost

DECEMBER 28, 2024

Many AI models excel in solving high school-level mathematical problems but struggle with advanced tasks such as theorem proving and abstract logical deductions. These challenges are compounded by data scarcity in advanced mathematics and the inherent difficulty of verifying intricate logical reasoning.

Data Scarcity 82

Data Scarcity Natural Language Processing Artificial Intelligence Artificial Intelligence 82

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 90

Large Language Models Data Scarcity LLM Generative AI 90

Pickl AI

DECEMBER 3, 2024

Summary: Generative AI is transforming Data Analytics by automating repetitive tasks, enhancing predictive modelling, and generating synthetic data. By leveraging GenAI, businesses can personalize customer experiences and improve data quality while maintaining privacy and compliance. What is Generative AI?

Generative AI 52

Generative AI Automation Data Quality Data Scarcity 52