Senior Video Analytics Engineer at TargetAI

Senior Video Analytics Engineer
TargetAI
1,300,000 to 1,500,000 KZT NET per month
Office

TargetAI is focused on video analytics solutions.

Responsibilities:
• Designing and developing CV/Video Analytics models: object detection (person, vehicle, face, etc.), tracking, recognition (face, license plates, attributes)
• Working with video pipelines: RTSP/HTTP - decoding, frame sampling, batching
• Adapting and customizing models for real-world conditions: poor lighting, different camera angles, noise, compression, FPS drops
• Fine-tuning and retraining models for specific customer scenarios
• Optimizing inference for CPU
• Reducing latency and resource consumption
• Balancing accuracy vs performance
• Integrating ML models into production: backend services, edge devices, on-prem installations
• Monitoring model quality: precision/recall, data drift
• Preparing and analyzing datasets: labeling, validation, data augmentation
• Building training and testing pipelines
• Analyzing model errors and quality degradation

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