Machine Learning

Auto Added by WPeMatico

How to Make Zero-Training Tabular Predictions with NVIDIA Structured Data Models

ai, AI (Artificial Intelligence), Applications, Artificial Intelligence, Big Data, Data Science, Editors Pick, Machine Learning, Staff, Technology, Tutorials

In this tutorial, we implement Structured Data Models, NVIDIA’s new library that puts several pretrained foundation models for tables behind one PyTorch interface, and use it to make predictions without training. The library wraps TabICLv2 and KumoTabular for single tables and KumoRelational for whole relational databases, and each of them answers by in-context learning: we

How to Make Zero-Training Tabular Predictions with NVIDIA Structured Data Models Read More »

Giving AI a “crystal clear” view of the materials world

ai, AI (Artificial Intelligence), Artificial Intelligence, data, DMSE, Machine Learning, Materials science and engineering, Research, School of Engineering

In principle, artificial intelligence could make finding the right material for an application as simple as ordering dinner: Scientists would tell a large language model what they want, and it would serve them a perfectly designed crystal for the job.Unfortunately, that approach doesn’t work well yet, and the problem comes down to data: Most materials

Giving AI a “crystal clear” view of the materials world Read More »

DeepSeek Just Released V4.1-Flash-1017, Scores 77.0 on DeepSWE, Opens Search API

agentic ai, ai, AI (Artificial Intelligence), AI Infrastructure, AI Paper Summary, AI Shorts, Applications, Artificial Intelligence, Editors Pick, Language Model, Large Language Model, Machine Learning, New Releases, Staff, Tech News, Technology

DeepSeek has just released DeepSeek-V4.1-Flash-1017, a new checkpoint of its V4.1-Flash model. It is live on the DeepSeek website, app and API. DeepSeek claims stronger scores, faster task completion and shorter outputs than the September V4.1-Flash release. The company calls it a Pareto improvement in performance and cost. Alongside it, DeepSeek opened its Search and

DeepSeek Just Released V4.1-Flash-1017, Scores 77.0 on DeepSWE, Opens Search API Read More »

StepFun Releases Step 5 Preview Open Weights: 600B MoE, 27B Active, 1M Context

agentic ai, ai, AI (Artificial Intelligence), AI Infrastructure, AI Shorts, Applications, Artificial Intelligence, Editors Pick, Language Model, Large Language Model, Machine Learning, New Releases, Software engineering, Staff, Tech News, Technology, Uncategorized

StepFun has released Step 5 Preview as open weights. FP8 and BF16 checkpoints are live on Hugging Face and ModelScope. Step 5 Preview is a sparse Mixture-of-Experts model from StepFun built for long-horizon agentic work. It has 600B total parameters, 27B active per token and up to 1M tokens of context. For developers, this is

StepFun Releases Step 5 Preview Open Weights: 600B MoE, 27B Active, 1M Context Read More »

▶

Perplexity Open-Sources SPACE, a Firecracker MicroVM Sandbox for AI Agents

agentic ai, ai, AI (Artificial Intelligence), AI Agents, AI Infrastructure, AI Shorts, Applications, Artificial Intelligence, Editors Pick, For Devs, Language Model, Large Language Model, Machine Learning, New Releases, Open Source, Software engineering, Staff, Tech News, Technology

Perplexity has open-sourced SPACE, the sandbox platform behind every task in Perplexity Computer. The Perplexity SPACE sandbox gives each agent task its own Firecracker microVM. Credentials and outbound traffic are controlled from outside that VM. The code ships under Apache 2.0 on GitHub. For teams building coding or browsing agents, this is a production-tested isolation

Perplexity Open-Sources SPACE, a Firecracker MicroVM Sandbox for AI Agents Read More »

Liquid AI Releases d1-ultra: A Multimodal Decision Model That Scores 65 on the AA Decision Index

agentic ai, ai, AI (Artificial Intelligence), AI Infrastructure, AI Shorts, Applications, Artificial Intelligence, Decision Models, Editors Pick, Language Model, Large Language Model, Machine Learning, New Releases, Python, Software engineering, Staff, Tech News, Technology

Liquid AI has released d1-ultra, its most capable decision model to date. The Liquid AI d1-ultra decision model reads text, images, or both. It answers typed questions with a probability for each possible answer. It does this in one forward pass and generates no output tokens. For developers, that means classification, routing and scoring calls

Liquid AI Releases d1-ultra: A Multimodal Decision Model That Scores 65 on the AA Decision Index Read More »

Meta Releases Muse Spark Open: 816B Open-Weight MoE With 1M Context

agentic ai, ai, AI (Artificial Intelligence), AI Agents, AI Infrastructure, AI Shorts, Applications, Artificial Intelligence, Editors Pick, For Devs, Language Model, Large Language Model, Machine Learning, New Releases, Open Source, Software engineering, Staff, Tech News, Technology

Meta Superintelligence Labs has released Muse Spark Open, the open-weight version of its Muse Spark model. Muse Spark Open is an 816B-parameter Mixture-of-Experts model that activates 42B parameters per token. It takes text, image, video and audio input, returns text, and holds a 1M-token context window. Meta team claims it to be the most capable

Meta Releases Muse Spark Open: 816B Open-Weight MoE With 1M Context Read More »

AI model decodes the language cells use to communicate

ai, AI (Artificial Intelligence), Artificial Intelligence, Biology, Cells, Disease, Health sciences and technology, Machine Learning, Research, School of Science, Stem cells, Whitehead Institute

As an embryo develops from a small cluster of stem cells, those once “blank slate” cells begin to take on more specialized roles like brain, liver, or muscle cells, and organize themselves into three-dimensional structures such as tissues and organs.The fate of each cell — what type of specialized cell it will become — depends

AI model decodes the language cells use to communicate Read More »

Researchers improve weather forecasts looking two to six weeks out

Agriculture, ai, AI (Artificial Intelligence), Artificial Intelligence, Civil and environmental engineering, Climate, Computer modeling, Earth and atmospheric sciences, Energy, Machine Learning, National Science Foundation (NSF), Research, School of Engineering, Weather

In 2021, Texas suffered the worst energy infrastructure failure in state history, following three severe winter storms in February. At least 246 people were killed as a result of the disruptions, which led to food, water, heat and electricity shortages.If energy officials had had more time to prepare for the storms, for example by bringing

Researchers improve weather forecasts looking two to six weeks out Read More »

9 Best AI Gateways in 2026: Bifrost, Portkey, LiteLLM, Kong and 5 More Ranked

agentic ai, ai, AI (Artificial Intelligence), AI Infrastructure, Applications, Artificial Intelligence, Comparison, Editors Pick, Enterprise AI, For Devs, Language Model, Large Language Model, Machine Learning, Software engineering, Staff, Tech News, Technology, Top

An AI gateway is a control layer between your application and model providers. It gives every service one API for many models. It also centralizes routing, retries, failover, caching, budgets and logs. This guide presents the best AI gateways for production teams in 2026. The market moved fast this year. Palo Alto Networks closed its

9 Best AI Gateways in 2026: Bifrost, Portkey, LiteLLM, Kong and 5 More Ranked Read More »