תיאור המשרה
Airobotics develops autonomous drone-in-a-box solutions deployed in demanding real-world environments. We're looking for a hands-on MLOps Engineer to own our ML lifecycle - from data pipelines and training infrastructure to edge deployment and production monitoring - ensuring our AI models perform reliably on autonomous drone platforms in the field.
Responsibilities
Design, build, and maintain end-to-end ML pipelines: data ingestion, preprocessing, versioning, training, evaluation, and deployment
Manage training infrastructure on cloud platforms (Azure, AWS, RunPod) and track experiments using ClearML
Implement CI/CD pipelines for ML models with automated testing and safe rollout
Own the model optimization pipeline for edge deployment on NVIDIA Jetson (TensorRT, ONNX, quantization)
Build production monitoring for model performance, data drift, and degradation detection in field deployments
Maintain annotation workflows and data quality standards for computer vision datasets
Work closely with computer vision researchers to move models from research to production
Requirements
Strong Python skills and experience with PyTorch or TensorFlow
Proven experience building ML pipelines (ClearML, MLflow, DVC, Airflow, or similar)
Hands-on experience deploying and optimizing models on NVIDIA Jetson or similar edge hardware
Familiarity with TensorRT, ONNX, and model quantization (INT8/FP16)
Experience with DeepStream and Tritron.
Experience with Docker, Kubernetes, and cloud platforms (Azure preferred)
Experience with databases relevant to ML systems: SQL, NoSQL (MongoDB, Redis), time-series (InfluxDB, TimescaleDB), and vector (Pinecone, pgvector)
Proficiency with Linux and Bash/shell scripting in production environments
Experience with data labeling tools (CVAT, Label Studio, or similar)
Background in computer vision (object detection, tracking, segmentation) and familiarity with relevant evaluation metrics (mAP, precision/recall) - an advantage
Experience in autonomous systems, robotics, or UAVs - an advantage
Experience with gstreammer or ffmpeg – advantage
על Airobotics
Airobotics Ltd. is an Israeli manufacturer and operator of Unmanned Aircraft systems deployed as mission-critical strategic aerial infrastructure for government and commercial entities all over the world. Airobotics provides trusted autonomous drones used for Safe & Smart Cities, Defense, Homeland Security, industrial projects and facilities, performing various automated aerial missions 24/7 with no human intervention.
Founded in 2014, Airobotics combines expertise in aerospace hardware design, robust electronic systems, cutting-edge software engineering, and years of experience in commercial drone operations across a variety of environments. This blend of experience and expertise has enabled Airobotics to create the world's most reliable and effective autonomous unmanned systems and to implement them as mission-critical infrastructures to address the needs of the most complex environments in the world.
Airobotics systems enable end-users to operate drones in real-time anytime, anywhere for aerial data capture and analysis, aerial delivery, and interception. Together with customized data analysis platforms, Airobotics systems enable faster, more effective, and more efficient operations and fully informed critical decision-making.
The Airobotics Optimus is a fully automated drone system, comprising a drone, an airbase, swappable payloads and designated software. The system has a wide range of regulatory certifications and is the first of its kind in the global market to include a robotic arm swapping payloads and batteries for 24/7 continuous, unmanned aerial missions.
The Airobotics Iron-Drone System is a fully automated interceptor drone launched from a designated pod, flying autonomously, and intercepting malicious drones.