Categories
Misc

Effortlessly Scale NumPy from Laptops to Supercomputers with NVIDIA cuPyNumeric

A photo of two GPU clusters and another picture of four scientific computing workflows demonstrating computational fluid dynamics.Python is the most common programming language for data science, machine learning, and numerical computing. It continues to grow in popularity among scientists…A photo of two GPU clusters and another picture of four scientific computing workflows demonstrating computational fluid dynamics.

Python is the most common programming language for data science, machine learning, and numerical computing. It continues to grow in popularity among scientists and researchers. In the Python ecosystem, NumPy is the foundational Python library for performing array-based numerical computations. NumPy’s standard implementation operates on a single CPU core, with only a limited set of operations…

Source

Categories
Misc

NVIDIA NIM 1.4 Ready to Deploy with 2.4x Faster Inference

The demand for ready-to-deploy high-performance inference is growing as generative AI reshapes industries. NVIDIA NIM provides production-ready microservice…

The demand for ready-to-deploy high-performance inference is growing as generative AI reshapes industries. NVIDIA NIM provides production-ready microservice containers for AI model inference, constantly improving enterprise-grade generative AI performance. With the upcoming NIM version 1.4 scheduled for release in early December, request performance is improved by up to 2.4x out-of-the-box with…

Source

Categories
Misc

Streamlining AI Inference Performance and Deployment with NVIDIA TensorRT-LLM Chunked Prefill

In this blog post, we take a closer look at chunked prefill, a feature of NVIDIA TensorRT-LLM that increases GPU utilization and simplifies the deployment…

In this blog post, we take a closer look at chunked prefill, a feature of NVIDIA TensorRT-LLM that increases GPU utilization and simplifies the deployment experience for developers. This builds on our previous post discussing how advanced KV cache optimization features in TensorRT-LLM improve performance up to 5x in use cases that require system prefills. When a user submits a request to…

Source

Categories
Misc

Exploring the Case of Super Protocol with Self-Sovereign AI and NVIDIA Confidential Computing

A cloud with a cybersecurity lock icon, surrounded by a sphere of connected nodes.Confidential and self-sovereign AI is a new approach to AI development, training, and inference where the user’s data is decentralized, private, and…A cloud with a cybersecurity lock icon, surrounded by a sphere of connected nodes.

Confidential and self-sovereign AI is a new approach to AI development, training, and inference where the user’s data is decentralized, private, and controlled by the users themselves. This post explores how the capabilities of Confidential Computing (CC) are expanded through decentralization using blockchain technology. The problem being solved is most clearly shown through the use of…

Source

Categories
Misc

Deep Learning Model Boosts Accuracy in Long-Range Weather and Climate Forecasting

A picture of a hurricane.Dale Durran, a professor in the Atmospheric Sciences Department at the University of Washington, introduces a breakthrough deep learning model that combines…A picture of a hurricane.

Dale Durran, a professor in the Atmospheric Sciences Department at the University of Washington, introduces a breakthrough deep learning model that combines atmospheric and oceanic data to set new climate and weather prediction accuracy standards. In this NVIDIA GTC 2024 session, Durran presents techniques that reduce reliance on traditional parameterizations, enabling the model to bypass…

Source

Categories
Misc

Open for Development: NVIDIA Works With Cloud-Native Community to Advance AI and ML

Cloud-native technologies have become crucial for developers to create and implement scalable applications in dynamic cloud environments. This week at KubeCon + CloudNativeCon North America 2024, one of the most-attended conferences focused on open-source technologies, Chris Lamb, vice president of computing software platforms at NVIDIA, delivered a keynote outlining the benefits of open source for
Read Article

Categories
Misc

Faster Causal Inference on Large Datasets with NVIDIA RAPIDS

As consumer applications generate more data than ever before, enterprises are turning to causal inference methods for observational data to help shed light on…

As consumer applications generate more data than ever before, enterprises are turning to causal inference methods for observational data to help shed light on how changes to individual components of their app impact key business metrics. Over the last decade, econometricians have developed a technique called double machine learning that brings the power of machine learning models to causal…

Source

Categories
Misc

Just Released: NVIDIA HPC SDK v24.11

The new release includes several enhancements to the Math Libraries and improvements for C++ programming.

The new release includes several enhancements to the Math Libraries and improvements for C++ programming.

Source

Categories
Misc

NVIDIA DOCA 2.9 Enhances AI and Cloud Computing Infrastructure with New Performance and Security Features

NVIDIA DOCA enhances the capabilities of NVIDIA networking platforms by providing a comprehensive software framework for developers to leverage hardware…

NVIDIA DOCA enhances the capabilities of NVIDIA networking platforms by providing a comprehensive software framework for developers to leverage hardware acceleration, boosting performance, security, and efficiency. Its ecosystem of APIs, libraries, and tools streamlines development for data center infrastructure, enabling workload offloading, acceleration, and isolation to support modern…

Source

Categories
Misc

From Seed to Stream: ‘Farming Simulator 25’ Sprouts on GeForce NOW

Grab a pitchfork and fire up the tractor — the fields of GeForce NOW are about to get a whole lot greener with Farming Simulator 25. Whether looking for a time-traveling adventure, cozy games or epic action, GeForce NOW has something for everyone with over 2,000 games in its cloud library. Nine titles arrive this
Read Article