Ähnliche Jobs

ML Data Engineer - Object Detection & Active Learning (m/f/d)

ML Data Engineer - Object Detection & Active Learning (m/f/d)

ML Data Engineer - Object Detection & Active Learning (m/f/d)

ML Data Engineer - Object Detection & Active Learning (m/f/d)

autonomous-teaming

Internet, IT

München

  • Art der Beschäftigung: Vollzeit
  • 59.000 € – 81.500 € (von XING geschätzt)
  • Hybrid
  • Zu den Ersten gehören

ML Data Engineer - Object Detection & Active Learning (m/f/d)

Über diesen Job

Job Description

Your mission

  • Design and maintain scalable pipelines to ingest and organize large volumes of time-series camera and sensor data (RGB, IR, acoustic, depth, IMU, and other modalities).
  • Own and improve datasets for object detection and classification tasks, ensuring statistical robustness, diversity, and representativeness.
  • Build and operate active learning loops to select high-value samples, reduce annotation cost, and continuously improve model performance.
  • Write robust preprocessing pipelines using Python, NumPy, Pandas, and augmentation libraries like Albumentations.
  • Manage labeling workflows, including QA rules, label consistency checks, vendor coordination, and dataset versioning.
  • Collaborate with ML Engineers to fine-tune, train, and evaluate object detection models and feed insights back into the data pipeline.
  • Analyze model weaknesses, uncover blind spots, and drive dataset improvements through statistical diagnostics and drift/bias detection.
  • Create internal tools to visualize, audit, and analyze dataset quality, diversity, long-tail performance, and failure modes.

Your profile

  • Strong experience with Python and data-processing frameworks (Pandas, NumPy, multiprocessing).
  • Familiarity with ETL/ELT pipelines for ingesting, transforming, cleaning, and structuring large video or sensor datasets.
  • Experience with data orchestration and lifecycle management for ML workflows (preferably with high-bandwidth video/sensor workloads).
  • Understanding of object detection pipelines and formats (COCO, Detectron2, MMDetection, label schemas).
  • Experience with active learning, uncertainty sampling, or semi-supervised labeling workflows.
  • Familiarity with annotation tools (CVAT, Label Studio) and quality-assurance processes.
  • Solid understanding of model evaluation metrics (IoU, mAP, precision-recall, confusion matrix).
  • Comfortable working with databases (SQL/NoSQL), file systems, and large-scale image/video dataset organization.
  • Ability to collaborate effectively with perception, deployment, and robotics engineers across the product lifecycle.
  • Fluent in English, German and/or French are a plus.
Nice to Have:
  • Experience with cloud storage systems and MLOps platforms (AWS S3, MinIO, MLFlow, ClearML, Weights & Biases).
  • Familiarity with ROS / robotics data formats (bag files, TF trees, sensor_msgs), Docker, or embedded ML stacks.
  • Prior work with drone, robotics, or sensor-rich environments, including IR, LiDAR, radar, depth, or audio systems.
Meta:
  • Outside-the-box creativity with a blend of conceptual and systematic design thinking.
  • High intrinsic motivation, attention to detail, and strong problem-solving mindset.
  • Structured, methodical, and reliable execution, even under uncertainty.
  • Humble, collaborative, and mission-driven — values collective success over ego.
  • High ethical standards and disciplined work ethic.
  • Extra-curricular achievements, leadership, or unique projects are a plus.
  • NATO-aligned nationality or close ally citizenship is required.
  • Successful candidates must obtain security clearance.

Why us?

Join us to shape the future of AI-driven defense!
Do you feel that you fit the description, but don't think you fulfill all the criteria 100%? Apply to us anyway.
We look forward to receiving your detailed application via our online form.
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.

Email me jobs like this

Gehalts-Prognose

Wir benachrichtigen Dich gern über ähnliche Jobs in München:

Ähnliche Jobs

Data Scientist - Data-Driven Scheduling Optimization

TÜV Süd AG

München + 0 weitere

58.500 €79.500 €

Neu · 

Data Scientist - Data-Driven Scheduling Optimization

München + 0 weitere

TÜV Süd AG

58.500 €79.500 €

Neu · 

Senior Data Scientist (m/f/d)

Clariant

München + 0 weitere

74.000 €94.000 €

Neu · 

Senior Data Scientist (m/f/d)

München + 0 weitere

Clariant

74.000 €94.000 €

Neu · 

Expert Data Engineering / ML Engineer

Data Gmbh

München + 0 weitere

54.500 €74.500 €

Neu · 

Expert Data Engineering / ML Engineer

München + 0 weitere

Data Gmbh

54.500 €74.500 €

Neu · 

Spezialist Machine Learning im Einkauf & Lieferantennetzwerk (m/w/d)

Guldberg GmbH

München + 0 weitere

59.500 €67.000 €

Spezialist Machine Learning im Einkauf & Lieferantennetzwerk (m/w/d)

München + 0 weitere

Guldberg GmbH

59.500 €67.000 €

Generative AI Engineer (m/f/x)

appliedAI

München + 0 weitere

61.000 €87.500 €

Generative AI Engineer (m/f/x)

München + 0 weitere

appliedAI

61.000 €87.500 €

Senior Data Scientist (m/f/d) Causal Inference & Measurement

Workster

München + 0 weitere

76.500 €106.000 €

Senior Data Scientist (m/f/d) Causal Inference & Measurement

München + 0 weitere

Workster

76.500 €106.000 €

Senior Data Scientist (m/w/d) - München

KA Resources

München + 0 weitere

76.000 €89.500 €

Senior Data Scientist (m/w/d) - München

München + 0 weitere

KA Resources

76.000 €89.500 €

Data & Artificial Intelligence Presales & Solution Manager / Architect (w/m/x)

NTT DATA Deutschland SE

München + 0 weitere

73.000 €106.000 €

Neu · 

Data & Artificial Intelligence Presales & Solution Manager / Architect (w/m/x)

München + 0 weitere

NTT DATA Deutschland SE

73.000 €106.000 €

Neu · 

Senior Data Scientist (m/w/d)

em engineering methods AG

München + 0 weitere

73.500 €85.500 €

Senior Data Scientist (m/w/d)

München + 0 weitere

em engineering methods AG

73.500 €85.500 €