Job description
We are looking for a Vision AI Architect to lead the design and implementation of large-scale Vision AI platforms and solutions. The role requires deep expertise across the entire video and vision lifecycle: capture, encoding, transcoding, transport, preprocessing, model development, training, deployment, scaling, application integration, and production operations.
You will define reference architectures, guide engineering teams, and lead customer engagements from solution discovery through deployment. Programming Languages & Technology Stack
- Expert-level Python, C/C++ or similar core programming languages
- Strong experience with Py. Torch, Tensor. Flow, OpenCV, CUDA, NVIDIA ecosystem, and AI acceleration frameworks.
- Understanding of microservices, REST APIs, containerization, and distributed systems.
Requirements
Video Systems, Media Processing & Streaming Architecture
- Deep expertise in video capture, ingestion, encoding, transcoding, packaging, streaming, storage, and distribution.
- Strong understanding of video codecs and standards: H.264, H.265/HEVC, AV1, MPEG-TS, MP4, RTSP, RTP, WebRTC, SRT, HLS, DASH.
- Hands-on experience designing scalable video pipelines using FFmpeg, GStreamer, NVIDIA Deep. Stream, or equivalent frameworks.
- Experience with edge-to-cloud video transportation architectures and low-latency streaming systems.
- Knowledge of video quality optimization, bitrate adaptation, frame extraction, synchronization, and metadata management. Experience handling large-scale video workloads across distributed environments. Model Development, Training & Optimization
- Experience building and training production-grade vision models on custom datasets.
- Deep understanding of dataset design, annotation strategies, augmentation, transfer learning, and active learning.
- Model optimization using TensorRT, ONNX Runtime, quantization, pruning, and GPU acceleration.
- Experience deploying models across edge, cloud, and hybrid environments.
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