Senior Computer Vision Engineer (Video Analytics) at TargetAI

Senior Computer Vision Engineer (Video Analytics)
TargetAI
1,300,000 to 1,500,000 KZT NET per month
Office, Astana

TargetAI specializes in video analytics solutions.

Responsibilities:
• Design and develop CV/Video Analytics models: object detection (person, vehicle, face, etc.), tracking, recognition (face, license plates, attributes)
• Work with video pipelines: RTSP/HTTP, decoding, frame sampling, batching
• Adapt and customize models for real-world conditions: poor lighting, different camera angles, noise, compression, FPS drops
• Fine-tune and retrain models for specific customer scenarios
• Optimize inference for CPU
• Reduce latency and resource consumption
• Balance accuracy vs performance
• Integrate ML models into production: backend services, edge devices, on-prem installations
• Monitor model quality: precision/recall, data drift
• Prepare and analyze datasets: annotation, validation, data augmentation
• Build training and testing pipelines
• Analyze model errors and quality degradation

Requirements:
• 4+ years of experience in Computer Vision/Video Analytics
• Strong understanding of CNN, YOLO, SSD
• Experience with PyTorch or TensorFlow, OpenCV, ONNX
• Understanding of video formats and streams: RTSP, codecs (H.264/H.265), FPS, bitrate, latency
• Experience in CPU-only inference optimization
• Experience working with Linux
• Deep understanding of OpenVINO
• Knowledge of edge device logic
• C++ for performance-critical parts
• Kafka
• gRPC/REST
• MLOps skills: MLflow, model versioning, monitoring
• Experience with large-scale CCTV projects