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Machine Learning Engineer

Machine Learning Engineer

Ottomatik.ioWorkFromHome, Valle del Cauca, Colombia
Hace 18 horas
Descripción del trabajo

We are looking for a Machine Learning Engineer with strong expertise in computer vision and object detection to tackle a specialized challenge : detecting walls and identifying rooms in architectural blueprints or pre-construction plans.

This role is ideal for someone who is hands-on, detail-oriented, and passionate about applying advanced ML techniques to solve real-world problems.

Key Responsibilities

  • Develop and fine-tune ML models for detecting walls in architectural blueprints.
  • Design and implement preprocessing pipelines for handling blueprint files (images / PDFs).
  • Optimize model inference using ONNX Runtime for production-ready deployment.
  • Build and maintain an API server to serve ML inference (preferably using BentoML).
  • Collaborate with stakeholders to define requirements, deliver milestones, and document solutions clearly.

Must-Have Requirements

  • Strong hands-on experience with PyTorch for model development and training.
  • Expertise with Ultralytics (YOLOv8) for object detection tasks.
  • Proficiency in OpenCV, Pillow (PIL), and NumPy for preprocessing and image manipulation.
  • Experience with ONNX / ONNX Runtime for optimized inference.
  • Solid knowledge of BentoML (preferred) or FastAPI for serving ML APIs.
  • Familiarity with Pydantic for schema validation.
  • Proven track record of deploying ML models into production.
  • Strong problem-solving mindset and ability to adapt ML tools to specialized use cases.
  • Clear communication and documentation skills.

    • Nice-to-Have

  • Experience working with PyMuPDF for parsing PDF-based architectural plans.
  • Background in architectural / engineering data or prior work with blueprint analysis.
  • Knowledge of clustering / grouping methods for room identification tasks.
  • Familiarity with MLOps practices (monitoring, scaling, CI / CD for ML).

    • Schedule : Monday to Friday - Full-time

    Compensation : USD salary

    Location : 100% remote

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    Machine Learning Engineer • WorkFromHome, Valle del Cauca, Colombia