Best Practices for Real-time Intelligent Video Analytics
Explore best practices for real-time intelligent video analytics in this comprehensive conference talk from GOTO Copenhagen 2021. Dive into the challenges of implementing Vision AI networks and learn NVIDIA's approach to achieving real-time inference performance. Discover techniques such as transfer learning, data augmentation, automatic mixed precision, quantization, and network pruning. Gain insights into NVIDIA's end-to-end AI workflow, including the TAO toolkit, TensorRT, Triton Inference Server, and DeepStream SDK. Learn how to optimize AI models for various hardware platforms and maximize GPU utilization. The presentation covers practical tips, free NVIDIA products, and demonstrates real-world applications through a video demo. Ideal for data scientists, AI developers, and anyone interested in cutting-edge video analytics technology.