Senior AI Engineer
At Crunch-IS, we don't just build technology — we create an environment where talented people can grow, develop innovative solutions, and truly feel their impact. We are a global team with a strong engineering culture, open communication, and genuine passion for what we do. No unnecessary hierarchy or bureaucracy — just professionals collaborating on meaningful and exciting challenges.
Crunch-IS is a trusted software development and technology consulting partner specializing in Artificial Intelligence, Machine Learning, Cloud/DevOps transformation, and Data Analytics. Since 2018, we've partnered with startups, fast-growing companies, and global enterprises across the USA and UK, helping them solve complex challenges in industries such as Healthcare, FinTech, Logistics, and Oil & Gas.
We're looking for a Senior АІ Engineer to join an R&D initiative focused on vessel detection using Distributed Acoustic Sensing (DAS) data — building deep learning and computer vision solutions that analyze acoustic and vibration patterns in real-world maritime environments.
Responsibilities:
- Research and validate ML approaches for vessel detection using DAS data
- Train, fine-tune, and optimize deep learning and Computer Vision models for acoustic signal analysis
- Analyze vessel-related vibration and noise patterns: engine, propeller, and hull-wave interaction signals
- Build and maintain scalable ML pipelines and model deployments on GCP (Vertex AI, Cloud Run)
- Track and evaluate model performance using ML metrics: Precision/Recall, ROC curves
- Collaborate with cross-functional engineering and research teams in an international environment
Requirements:
- 5+ years of commercial experience in Machine Learning / Deep Learning engineering
- Strong expertise with PyTorch and modern Computer Vision architectures (Vision Transformers, DINO)
- Hands-on experience with MLOps and cloud-based ML development using MLflow and Vertex AI
- Solid Python engineering skills (3.11/3.12+) with modern development workflows
- Strong background in signal processing, time-series analysis, and large-scale data processing (PostgreSQL/PostGIS, H3)
- Advanced English with confident communication in international teams
Nice to have:
- Experience with Distributed Acoustic Sensing (DAS) or acoustic/vibration data
- Background in maritime, defense, or geophysical domains
- Familiarity with GCP beyond Vertex AI (Cloud Run, BigQuery, etc.)