Federated learning (FL) is no longer a research curiosity—it’s a practical response to a hard constraint: the most valuable data is often the least movable.......
Winning a Kaggle Competition with Generative AI–Assisted Coding
In March 2026, three LLM agents generated over 600,000 lines of code, ran 850 experiments, and helped secure a first-place finish in a Kaggle playground......
Simplify Sparse Deep Learning with Universal Sparse Tensor in nvmath-python
In a previous post, we introduced the Universal Sparse Tensor (UST), enabling developers to decouple a tensor’s sparsity from its memory layout for greater... In...
Advancing Emerging Optimizers for Accelerated LLM Training with NVIDIA Megatron
Higher-order optimization algorithms such as Shampoo have been effectively applied in neural network training for at least a decade. These methods have achieved... Higher-order optimization...
Scaling the AI-Ready Data Center with NVIDIA RTX PRO 4500 Blackwell Server Edition and NVIDIA vGPU 20
AI integration is redefining mainstream enterprise applications, from productivity software like Microsoft Office to more complex design and engineering tools.... AI integration is redefining mainstream...