Deep Learning Engineer
il y a 2 semaines
**Your mission**:
- Build, adapt, and train neural networks for object detection and perception tasks using time-series data
- Implement perception algorithms that extract and leverage temporal context across multiple frames
- Design, implement and optimize custom loss functions, augmentations, and architectures
- Collect, prepare and curate datasets from the real world - no given Kaggle-style clean datasets
- Supervise data annotation by refining labeling guidelines and assuring adherence to them
- Evaluate and debug models using a variety of metrics and statistics (AP, Precision/Recall, mIoU, etc.) and videos
- Push models into production as part of an integrated multi-sensor system (camera, radar, IR, etc.)
**Your profile**:
- Strong experience in** computer vision and deep learning**, with a focus on object detection (One-Stage or Two-Stage models like YOLO / FCOS / DETR / Faster R-CNN etc.)
- Experience with **temporal models** (e.g., RNNs or transformer-based tracking)
- Ability to **modify and extend** network architectures (not just use them)
- Hands-on experience in **data collection, labeling, augmentation, training**:
- Proven ability to **train from scratch or adapt to custom classes and data**:
- Familiarity with **perception challenges specific to robotics**, such as motion blur, lighting variation, occlusion, or limited compute
- Proficiency in **PyTorch**, Python, Git, Docker
Nice to have
- Experience with **tracking algorithms** (e.g., DeepSORT, ByteTrack, Kalman Filters)
- Prior work with **non-visual sensors** like infrared, acoustic, radar, or LiDAR for object detection and fusion
- Exposure to **model**optimization and compression** (quantization, pruning, distillation)
- Experience in the domain of UAVs, familiarity with ROS
Meta
- Outside of the box creativity, conceptional & systematic design thinking, disciplined execution
- Servant leader mindset, placing team success over ego
- Highest moral standards and work ethic
- We value extra-curricular responsibilities and achievements in your biography
- Intrinsic motivation, willing to go the extra mile, attention to detail
- Fluent in English
- Nationality of a NATO member nation or close ally is a must
**Why us?**:
Join us to shape the future of AI-driven defense
The world is changing. Exponential technologies are enabling new types of security threats. We are committed to staying ahead by building nimble, scalable, and cost-effective defences. We are looking for passionate developers who are eager to create exceptional products, safeguard our freedom, and strengthen the resilience of democracies.
**About us**:
We are a defence-tech start-up specializing in machine vision solutions. If you have a passion for cutting-edge innovation, and drive to use your skills to create next generation solutions, this is an opportunity for you
**What we do**: We are developing solutions that enable computers and sensors to collaborate as teams, working together to address emerging security challenges. Our primary mission is to defend against AI-powered asymmetric threats at scale, such as drone swarms and other UXVs.
**Who we are**: Based in Munich, Berlin and Bordeaux/Toulouse we are rapidly expanding across Europe with plans to open more office hubs soon. We embrace a hybrid work culture - valuing the collaborations that happens in the office, while also empowering our team members to work remotely with responsibility and autonomy.
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