IBM Journey to AI blog

FEBRUARY 29, 2024

The transition to the foundation model era signifies a substantial change in how professionals use technology to enhance their digital strategies. In essence, IBM’s comprehensive suite, centered on watsonx, aims to usher in a new era by empowering businesses to use foundation models.

Robotics 135

Robotics Automation Large Language Models Artificial Intelligence 135

IBM Journey to AI blog

JUNE 14, 2023

And then you need highly specialized, expensive and difficult to find skills to work the magic of training an AI model. But that’s all changing thanks to pre-trained, open source foundation models. Sometimes, you don’t know what data a model was trained on because the creators of those models won’t tell you.

Automation 238

Automation AI AI Neural Network 238

IBM Journey to AI blog

OCTOBER 16, 2023

It includes processes that trace and document the origin of data, models and associated metadata and pipelines for audits. Foundation models: The power of curated datasets Foundation models , also known as “transformers,” are modern, large-scale AI models trained on large amounts of raw, unlabeled data.

Metadata 197

Metadata Explainability Automation AI 197

AI News

AUGUST 3, 2023

geospatial foundation model. The geospatial model, built from NASA’s satellite data, will be the largest of its kind on Hugging Face and marks the first-ever open-source AI foundation model developed in collaboration with NASA.

Big Data 191

Big Data AI AI Data Scientist 191

Towards AI

JANUARY 10, 2024

Everybody is talking about ChatGPT, BARD, and Large Language Models (LLMs). By fundamentals, I mean to understand the whole landscape of Generative AI, which is not just a synonym for Large Language Models (LLMs). Here, we are focused on data and models. These models are called foundational models or generative models.

Neural Network 109

Neural Network Machine Learning Large Language Models Generative AI 109

Unite.AI

JANUARY 22, 2024

In Natural Language Processing (NLP) , synthetic data proves invaluable for enhancing training sets, particularly in low-resource languages, domains, and tasks, thereby enhancing the performance and robustness of NLP models. A significant improvement in generating synthetic data includes adjusting models for different languages.

NLP 174

NLP BERT Large Language Models Data Scarcity 174

Snorkel AI

JUNE 12, 2023

In 2007, Google researchers published a paper on a class of statistical language models they dubbed “large language models”, which they reported as achieving a new state of the art in performance. They used a very standard model and a decoding algorithm so simple they named it “Stupid Backoff” 1. The key differentiator?

Data Platform 145

Data Platform Large Language Models Software Development ChatGPT 145

Snorkel AI

JUNE 12, 2023

In 2007, Google researchers published a paper on a class of statistical language models they dubbed “large language models”, which they reported as achieving a new state of the art in performance. They used a very standard model and a decoding algorithm so simple they named it “Stupid Backoff” 1. The key differentiator?

Data Platform 141

Data Platform Large Language Models Software Development ChatGPT 141

NVIDIA

NOVEMBER 2, 2023

From creating lifelike characters that convey emotions to transforming simple text into captivating imagery, foundation models are becoming essential in accelerating developer workflows while reducing overall costs. What Are Foundation Models? How Are Foundation Models Built?

Neural Network 121

Neural Network Large Language Models Generative AI AI Modeling 121

Marktechpost

MARCH 21, 2024

The advent of open foundation models, such as BERT, CLIP, and Stable Diffusion, has ushered in a new era in artificial intelligence, marked by rapid technological development and significant societal impact.

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BERT Artificial Intelligence Artificial Intelligence AI 111

Marktechpost

APRIL 18, 2024

Diffusion models are sophisticated AI technologies demonstrating significant success across fields such as computer vision, audio, reinforcement learning, and computational biology. They excel in generating new samples by modeling high-dimensional data flexibly and adjusting properties to meet specific tasks.

Neural Network 105

Neural Network Computer Vision Large Language Models AI 105

Snorkel AI

APRIL 30, 2024

Foundation models like CLIP are fantastic tools for classification applications, but they sometimes focus on the wrong features due to biases in their training data. The ROBOSHOT method improves the robustness of pre-trained model embeddings in a fully zero-shot fashion, without any additional fine-tuning required.

LLM 59

LLM BERT Large Language Models Machine Learning 59

NVIDIA

NOVEMBER 28, 2023

Everything about large language models is big — giant models train on massive datasets across thousands of NVIDIA GPUs. The combination allowed the AWS scientists to deliver excellent model quality — something that’s not possible at scale when relying solely on data parallelism approaches.

Large Language Models 136

Large Language Models LLM Generative AI AI 136

databricks

OCTOBER 10, 2023

We’re excited to announce that Meta AI’s Llama 2 foundation chat models are available in the Databricks Marketplace for you to fine-tune and dep.

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AI AI ML Data Science 123

John Snow Labs

OCTOBER 10, 2023

This presentation will showcase the transition from traditional logistic regressions to deep learning-based transformer models, LLM inspired sequential transformer based models, multi-task learning, transfer learning. The post LLM and Foundational Models in Ads Ranking appeared first on John Snow Labs.

LLM 98

LLM Deep Learning NLP Machine Learning 98

Snorkel AI

APRIL 30, 2024

Foundation models like CLIP are fantastic tools for classification applications, but they sometimes focus on the wrong features due to biases in their training data. The ROBOSHOT method improves the robustness of pre-trained model embeddings in a fully zero-shot fashion, without any additional fine-tuning required.

LLM 52

LLM BERT Large Language Models Machine Learning 52

Marktechpost

APRIL 1, 2024

However, the need for more openness in existing models is a big roadblock to AI’s broad use. Considered “black boxes,” these models pose challenges in terms of debugging and compatibility with human values, which in turn reduces their reliability and trustworthiness. Troubleshooting Guide Labs is easy.

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Explainability AI Researcher AI Research Machine Learning 105

Viso.ai

MARCH 20, 2024

Foundation models are recent developments in artificial intelligence (AI). Models like GPT 4, BERT, DALL-E 3, CLIP, Sora, etc., These models are trained on vast amounts of unlabeled or self-supervised data to acquire a broad knowledge base and language understanding capabilities. are at the forefront of the AI revolution.

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AI Developer AI Development Computer Vision BERT 52

Flipboard

JUNE 13, 2023

The remarkable zero-shot learning capabilities demonstrated by large foundation models (LFMs) like ChatGPT and GPT-4 have sparked a question: Can these models autonomously supervise their behavior or other models with minimal human intervention? Therefore,

ChatGPT 175

ChatGPT AI AI Artificial Intelligence 175

Flipboard

AUGUST 3, 2023

However, as we explained in a recent op-ed piece … The post The Economic Case for Generative AI and Foundation Models appeared first on Andreessen Horowitz. Over the years, it has also made a lot of money for the businesses able to deploy it effectively.

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Generative AI Artificial Intelligence Artificial Intelligence Explainability 114

databricks

MAY 3, 2024

Moving generative AI applications from the proof of concept stage into production requires control, reliability and data governance. Organizations are turning to open.

Generative AI 122

Generative AI AI AI 122

Towards AI

JANUARY 11, 2024

Models provide more coherent and consistent answers, with a progressive and significant reduction of hallucinations. Models provide more coherent and consistent answers, with a progressive and significant reduction of hallucinations. Pruning in LLMs is strikingly similar to synaptic pruning in neurodevelopment.

Large Language Models 109

Large Language Models Neural Network LLM Artificial Intelligence 109

Marktechpost

JANUARY 27, 2024

Developing foundation models like Large Language Models (LLMs), Vision Transformers (ViTs), and multimodal models marks a significant milestone. These models, known for their versatility and adaptability, are reshaping the approach towards AI applications. Vision foundation models are another focus area.

Machine Learning 131

Machine Learning Large Language Models Computer Vision Algorithm 131

Marktechpost

NOVEMBER 12, 2023

Models of visual language are strong and flexible. It is more difficult to train a VLM from the start with the same NLP performance as well-trained pure language models like LLaMA2, as introducing a big language model is already a difficult task. LoRA uses a low-rank matrix to adjust the model weights in each layer.

NLP 124

NLP Natural Language Processing AI Researcher AI Research 124

Towards AI

JULY 22, 2023

With the advent of ChatGPT last year, the popularity of the Generative AI world increased with the rising of many words generating confusion, such as Foundation Models, Large Language Models, GPT-3 and GPT-4, PaLM and PaLM 2, LLaMA and LLaMA 2, Falcon, ChatGPT, Bard, Claude 2 and so on. Ok, give us some examples….

Large Language Models 94

Large Language Models Generative AI Chatbots ChatGPT 94

Towards AI

JULY 6, 2023

NSQL is a new family of open-source large foundation models (FMs) designed specifically for SQL generation tasks Raise your hand if you have tried to use ChatGPT or any of the other LLMs to generate SQL queries. I have, and I currently am! Its name is NSQL. It has got multiple versions starting from NSQL-350M, NSQL-2B, and NSQL-6B.

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ChatGPT AI AI Data Science 93

Marktechpost

FEBRUARY 16, 2024

Prompting Large Language Models (LLMs) has emerged as a standard practice in Natural Language Processing (NLP) following the introduction of GPT-3. The scaling of language models to billions of parameters using extensive datasets contributes significantly to achieving broad language understanding and generation capabilities.

Large Language Models 108

Large Language Models Natural Language Processing NLP AI 108

Marktechpost

DECEMBER 16, 2023

Google Researchers have introduced a foundation of models fine-tuned for the healthcare industry, MedLM , which is currently available in the US. It is built on earlier research of Google in healthcare and medicine, Med-PaLM 2, a medically-tuned large language model.

Natural Language Processing 119

Natural Language Processing Large Language Models Generative AI AI 119

Marktechpost

DECEMBER 11, 2023

Consequently, Meta-researchers have formulated a new AI model called Audiobox that can generate voices and sound effects using a combination of voice inputs and natural language text prompts — making it easy to create custom audio for a wide range of use cases. It influences everything from movies and podcasts to audiobooks and video games.

AI Modeling 116

AI Modeling AI AI Artificial Intelligence 116

NYU Center for Data Science

FEBRUARY 29, 2024

Self-supervised pre-trained foundation models are increasingly used in disease screening, promising early detection and improved patient outcomes. The heart of the issue lies in how models trained on biased datasets tend to adopt these biases, favoring spurious correlations over meaningful insights.

AI 80

AI AI Data Science Machine Learning 80

NVIDIA

NOVEMBER 2, 2023

From creating lifelike characters that convey emotions to transforming simple text into captivating imagery, foundation models are becoming essential in accelerating developer workflows while reducing overall costs. What Are Foundation Models? How Are Foundation Models Built?

Neural Network 52

Neural Network Large Language Models Generative AI AI Modeling 52

Flipboard

FEBRUARY 7, 2023

Foundation models are changing the way that artificial intelligence (AI) and machine learning (ML) are able to be used. All that power comes with a cost though, as building AI foundation models is a resource-intensive task. IBM announced today that it has built out its own AI supercomputer to serve …

Artificial Intelligence 110

Artificial Intelligence Artificial Intelligence Machine Learning ML 110

Marktechpost

JULY 15, 2023

The AI community is now significantly impacted by large language models, and the introduction of ChatGPT and GPT-4 has advanced natural language processing. In particular: They use a variety of audio foundation models to process complex audio information instead of training multi-modal LLMs from scratch.

ChatGPT 98

ChatGPT Large Language Models Natural Language Processing AI 98

TheSequence

MARCH 14, 2024

Is the paradigm of pretrain model applicable to time series forecasting scenarios. Google seems to believe so with a recent research paper that outlines a decoder-only pretrain model for time series forecasting. The paper introduces TimeFM, a 200M parameter foundation model trained in over 100 billion time series data points.

Computer Vision 64

Computer Vision Machine Learning Generative AI ML 64

Towards AI

MAY 20, 2023

With AI on a private cloud, organizations can ensure that everything, including custom Language Models (LLMs), remains within their secure cloud environment, preserving data privacy and allowing for complete control over their proprietary models and sensitive information. which serves as the foundation for ChatGPT.

LLM 95

LLM Large Language Models Natural Language Processing Chatbots 95

TheSequence

AUGUST 29, 2023

Created Using Midjourney In this Issue: An introduction to the concept of memory in foundation models. In cognitive theory, we refer to this capability as memory and, not surprisingly the foundation model space is adopting memory as one of the key components of its architecture.

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Large Language Models LLM ML 52