Company: TargetAI
Location: Astana, KZ
Employment type: FULL_TIME
Salary: 1,300,000–1,500,000 KZT net per month
Work format: Office
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
