Computer Vision Engineer
7 days ago
Hiring Computer Vision & ML Engineer - Remote from Lahore
Client Company Introduction:
An AI-based agriculture technology firm headquartered in Canada.
Position Overview:
Seeking a
Senior Computer Vision & ML Engineer
to lead the development of next generation models for agricultural imagery analysis. You'll own the end-to-end lifecycle from dataset design and deep learning model development to scalable inference and autonomous agent integration. This is a high-impact role where research meets production, blending computer vision, MLops, and agricultural domain knowledge into intelligent, deployable solutions.
Vision Model Development:
- Design and train object detection, segmentation, and classification models for aerial drone imagery (YOLO, GRIT, Mask R-CNN, GNNs).
- Build models for crop health assessment, weed detection, off-type/volunteer identification, and yield estimation using multispectral datasets.
- Apply spectral normalization, tiling, and augmentation for diverse agricultural conditions.
Geospatial Data Processing:
- Build and optimize orthomosaic pipelines using GDAL, OpenCV, and rasterio.
- Implement coordinate alignment, geotagging, and crop-level spatial statistics.
- Integrate drone imagery with field boundaries, weather, and soil datasets.
AI Agents & Automation:
- Develop and orchestrate multi-agent systems for agricultural decision support (e.g., Crop Doctor, Spray Planner, Compliance Checker).
- Integrate LLMs and vector databases for contextual crop advisory and autonomous intervention planning.
- Collaborate with product and data teams to automate inference and generate actionable insights.
Cloud & MLOps Deployment:
- Containerize and deploy models using Docker, FastAPI, and cloud services (AWS/GCP/Azure).
- Implement inference APIs, model versioning, and automated retraining pipelines.
- Ensure scalability, low-latency inference, and cost optimization across environments.
Research & Reporting:
- Publish internal performance benchmarks and model evaluation reports.
- Collaborate on research papers and whitepapers in agri-AI, UAV, and geospatial analytics.
- Support visualization dashboards (e.g., orthomosaic overlays, density maps, and predictive analytics).
Required Skills & Expertise:
- 3-6 years of experience in AI/ML, Computer Vision, or Geospatial Analytics, ideally in agriculture, environmental science, or remote sensing.
- Expertise in
Python, PyTorch, OpenCV, TensorRT, and NumPy/Pandas
. - Strong knowledge of object detection and segmentation frameworks (YOLOv8/v11, Faster R-CNN, GRIT).
- Experience with
geospatial data tools (GDAL, GeoPandas, rasterio, shapely). - Hands-on with containerization and API deployment (Docker, FastAPI).
- Familiarity with LLMs, LangChain, and vector databases for retrieval-augmented systems.
- Strong understanding of drone data pipelines from image ingestion to inference output.
- Excellent documentation, collaboration, and model validation skills
Preferred Qualifications:
- Background in agriculture technology (AgTech), remote sensing, or environmental AI applications.
- Experience with
Graph Neural Networks (GNNs)
for spatial reasoning. - Publications or hackathon achievements in AI/ML or UAV imagery.
- Prior experience with automated reporting dashboards (e.g., Streamlit, Power BI, or QGIS plugins).
- Exposure to LangGraph, RAG pipelines, or multi-agent orchestration frameworks.
Other Details:
- Work Mode: Remote from Lahore
- Experience: 3 - 6 Years in ML & Computer Vision
- Working Timings: 9am-6pm
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