DSML.KZ Community Hub

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