AWS Panorama reached end of support on 31 May 2026. What it did, why devices stopped working, and how to migrate edge computer vision to Jetson and ...
AI video surveillance in 2026: how AI cameras and video agents improve security and safety, workplace privacy rules, edge architecture and how to ...
Databricks computer vision in 2026: store, label, train and serve image and video analytics with Unity Catalog, ai_query and edge inference.
Large-scale image datasets on Databricks in 2026: store images in Unity Catalog volumes, curate with Spark, stream to GPUs and deploy vision models ...
Real-time video streaming in 2026: WebRTC, MoQ and edge AI pipelines that turn live camera feeds into decisions in under a second, plus a 30-day plan.
Synthetic data generation with generative AI in 2026: methods, world models, enterprise use cases, privacy risks and how to validate synthetic data.
Visual dialog systems in 2026: how image chat AI and vision language models answer multi-turn questions about images and video.
Visual anomaly detection in 2026: how AI spots defects in images, from PatchCore to zero-shot VLMs, plus MVTec AD 2, Anomalib and edge deployment.
GPU parallel processing for computer vision in 2026: why GPUs win, the NVIDIA stack, edge vs server GPUs, multi-camera sizing and cost tips.
Defect detection with deep learning in 2026: classification, detection, segmentation and anomaly models, datasets, synthetic data and edge deployment.