Responsibilities:1. Build computer vision end to end pipeline from image data preprocessing, data ingestion, data filtering to imaging model development, deployment, and monitoring2. Stitching, georeferencing and analyzing UAV imagery to derive insights and phenotypic metrics3. Sufficient knowledge about creating database schemas and methods to store data in cloud/AWS Sagemaker, model training and orchestration in AWS4. Adept in defining APIs for user interface and model deployment5. Communicate results with the key stakeholders and improve pipelines based on feedback6. Using advanced mathematical models, machine learning algorithms, operations research techniques, and strong business acumen to deliver insight, recommendations, and solutions UAV imagery.7. Developing sustainable, consumable, accurate, and impactful code for model building and deployment.8. Partner with a senior member of the data science team to turn data into critical information and knowledge that can be used to make sound organizational decisions. Requirements:1. Good Understanding of image processing, color spaces, machine learning, deep learning, and Convolutional Neural Networks2. Understanding of imaging sensors and technology, and photogrammetry is a plus3. Remote sensing and geospatial imagery analysis experience specifically UAVs, knowledge of any one tool like QGIS, ENVI, ArcGIS etc.4. Experience using any of the image stitching tools like ODM, Agisoft etc.5. Good understanding of any one of deep learning framework Pytorch, Tensorflow or MXNET and ability to build models from scratch6. Knowledge of transfer learning and making ML models work with limited data7. Good Understanding of machine learning pipeline in production (MLOPs)8. Very good knowledge of Python9. Version Control (Git) Years of experience:with a Bachelors degree: 5+with a Masters degree: 2+with a PhD: open to school only experience Must haves for this role?Geospatial AnalysisUAV imagine processingMachine Learning/AI imaging model experienceComputer vision and photogrammetry
