Innovation Works - Pittsburgh, PA

posted 3 months ago

Full-time - Mid Level
Pittsburgh, PA
Professional, Scientific, and Technical Services

About the position

As a Machine Learning Expert at Leaficient, you will play a crucial role in designing and building our foundational data pipelines, processes, and models. Your work will focus on applying innovative concepts from the world of computer vision to understand, predict, and control plant growth. This position requires developing software that operates within farms, taking into account real-world constraints. You will need to be familiar with a broad range of computer vision, signal processing, and optimization techniques, and have a principled approach to downsample and implement the correct algorithm for the job. In this role, you will be responsible for developing computer vision models to detect and classify plants, as well as building a large training dataset for these models. You will have a foundational role in building and defining all aspects of data and machine learning systems. Your contributions will be vital in helping indoor farmers leverage modern robotics and data science to expand the scope and competitiveness of indoor-grown crops, ultimately addressing the challenges posed by climate change on outdoor farming productivity.

Responsibilities

  • Develop computer vision models to detect and classify plants
  • Build a large training dataset for computer vision models
  • Define and build all aspects of data and machine learning systems
  • Apply innovative concepts from computer vision to understand and control plant growth
  • Implement algorithms for real-world constraints in farm environments

Requirements

  • Familiarity with deep learning and computer vision models
  • Extensive hands-on experience (3-5 years preferred) with computer vision libraries (e.g., OpenCV, pytorch, Keras, scikit-image)
  • Knowledge of image segmentation, image classification, and depth estimation tasks
  • Experience with common AWS services, particularly S3 and Lambda
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