Practicing code with the Diabetes Dataset, scikit SVR model had poor prediction accuracy. Kernel SVR outperformed linear SVR due to its power and scalability, closely related to KRR.
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.
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.
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.
AI agents must select the right tools for tasks to avoid errors and delays. Learn how SFT and DPO improve tool-calling accuracy in language models for reliable automation.
Amazon Bedrock enables generative AI for 100,000+ organizations worldwide, offering comprehensive capabilities for bold innovation. Introducing Amazon Bedrock Ops Alert, a proactive monitoring solution for sustainable operational management of AI workloads, empowering teams to drive real business impact.
In 2026, AI agents excel at tasks like customer service, but struggle with complex inquiries. MIT and Harvard researchers improved AI's ability to ask questions through a "Battleship" game, leading to significant gains in performance and efficiency.
Linear regression model demo showcases 46% accuracy on training data, outperforming baseline predictions. Galaxy Science Fiction, known for stunning cover art, featured renowned space artist Chesley Bonestell.
Amazon Nova Forge allows users to build customized language models that blend proprietary data with curated datasets, preventing catastrophic forgetting and improving domain performance without degrading general capabilities. The tool helps navigate the challenges of hyperparameter tuning for domain-specific tasks, avoiding expensive failures and ensuring the right balance between stability and...
JetBrains released Mellum2, a specialized AI model for software engineering with 12B parameters. It uses a Mixture-of-Experts architecture and goes through extensive pre-training and post-training stages for various tasks.
TinyFish introduces BigSet, an open-source multi-agent system that turns natural-language descriptions into structured web datasets. BigSet automates schema inference, data gathering, deduplication, and scheduled updates for efficient dataset creation.
Alibaba releases Qwen3. 7-Plus, a multimodal agent model on Bailian platform with image and video understanding. It offers deep reasoning and self-programming capabilities, positioning it for long-running tasks.
Amazon Nova 2 Lite offers a cost-effective object detection solution with no training needed. Easily deploy with Amazon Bedrock, AWS Lambda, and API Gateway for various industries.
Large language models (LLMs) on AWS GPU instances face lengthy model load times. Amazon FSx for Lustre and NVIDIA GPUDirect Storage (GDS) drastically reduce load times, improving total time to first token (TTFT) from minutes to seconds for models like Llama 3.1 with 405B parameters on AWS P6e UltraServers.