Machine learning regression techniques like Kernel Ridge Regression (KRR) and Support Vector Regression (SVR) are compared for predicting numeric values. A novel approach combining KRR and SVR results in a trimmed model with advantages of both techniques, demonstrated in a C# implementation.
NVIDIA introduces RTX Spark, a superchip for Windows PCs, offering enhanced gaming experience with AI and ray tracing technologies. Collaboration with top game developers in Korea, including KRAFTON and NC, to bring popular titles to RTX Spark-powered systems, igniting excitement in the gaming community.
MIT's SERC symposium focused on AI's impact on society, featuring talks on air pollution forecasting and ethical AI deployment. Panel discussions highlighted challenges of aligning AI with human values and governance of AI systems.
NVIDIA introduces Dynamo Snapshot for AI inference on Kubernetes, reducing cold-start latency and improving scalability during demand spikes. CRIU and cuda-checkpoint work together to checkpoint GPU and CPU states, allowing for seamless restoration and minimal downtime.
Stanford University and Lambda Labs researchers developed OpenJarvis, an on-device framework that rivals cloud models in efficiency and latency. OpenJarvis allows easy composition of models, agents, and memory, with a unique LLM-guided spec search for optimization.
NVIDIA introduces Nemotron 3 Ultra, a 550 billion parameter model with hybrid Mamba-Attention architecture, offering 6x higher inference throughput. The model uses Multi-Token Prediction for faster generation and achieves stable, accurate training with NVFP4 datatype.
The NSF has renewed funding for MIT's IAIFI, focusing on AI advancing physics and physics improving AI. Collaborative research across physics and AI is leading to groundbreaking discoveries and innovative scientific approaches.
MIT, Georgia State University, and partners launch PATH to provide industry-aligned AI training for community colleges, emphasizing hands-on learning and collaboration. Program aims to develop practical AI skills and mindsets for a workforce prepared for the future.
Miso Labs introduces MisoTTS, an 8-billion-parameter text-to-speech model with RVQ technology for expressive speech generation. It addresses the vocabulary size problem and interlocutor tone, achieving 110ms latency.
GeForce NOW offers 18 new games this month, including the highly anticipated NTE: Neverness to Everness. Explore surreal worlds and classic remakes instantly via cloud streaming, with no downloads necessary.
Cross-validation in machine learning is deemed ineffective by a seasoned expert due to numerous flaws in both k-fold and leave-one-out techniques. The lack of generalizability and unreliable hyperparameter tuning make cross-validation a questionable practice in real-world scenarios.
Google DeepMind released Gemma 4 12B, an encoder-free multimodal model for text, images, audio, and video. The model runs on a laptop with 16 GB of RAM, bridging the gap between edge-friendly and larger variants, with open-source weights available for download.
Amazon SageMaker AI now supports Fundamental's NEXUS model for accurate tabular data predictions in days. NEXUS offers deterministic results, native tabular understanding, and non-sequential reasoning for structured data analysis.
NVIDIA AI team releases Cosmos 3, a unified model for physical AI. Combines physical reasoning, world generation, and action generation for robotics and autonomous vehicles.
Tod Machover, music tech pioneer at MIT Media Lab, awarded George Peabody Medal for groundbreaking work in AI and participatory opera. Known as a musical visionary, Machover expands music's boundaries and potential for all.