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Data Science Data Science Senior Data Scientist (Python) (Remote)

hace 9 días

Barcelona

Sr. Data Scientist Purpose: The Client is looking for a Senior Data Scientist to join the Data Science and Engineering Capability Center within the Crop Science hub. This role will develop state-of-the-art ML/AI models in support of advancing new products through the R&D pipeline and generating new insights for R&D stakeholders. • The individual works collaboratively with interdisciplinary scientists, Enterprise IT and engineering professionals across the organizations to solve critical problems and answer important questions that drive key decisions for our business. • Fosters new game changing ideas to produce sophisticated, intelligent optimization solutions and predictive models. • Works on a team as an individual contributor with other Data Scientists. May lead multi-discipline project teams of large scope which may require assigning and coordinating the work of others. Key Tasks & Responsibilities: • Develop, implement, and deploy state-of-the-art ML/AI models and imaging technologies in digital pipelines for key vegetable projects with scientists and engineers across Crop Science research and development (R&D); • Use advanced imaging-based analytical models, machine learning and AI algorithms, operations research techniques, and strong business acumen to deliver insight, recommendations, and solutions; • Lead imaging-based project by designing and conducting the experiments, and effectively communicate the project milestones, insights and timelines with other teams and update the key stakeholders in a timely manner; • Develop DL/AI models to simulate crop performance simulations using genetic, environmental and digital phenotyping datasets • Develop sustainable, accurate, and impactful reporting on imaging model inputs/outputs, business impact, and key performance indicators; • Deploy containerized ML/AI models for inference workflows • Demonstrate full autonomy in developing relationships for effective cross-functional collaboration throughout multiple organizations and partner on work stream initiatives for Data Science Community; • Assess needs and recommend experiments and projects, suggests new algorithmic development, drive tactical decisions about approaches and needed data; • Present compelling, validated stories to all levels of organization, including peers, senior management, and internal customers to drive both strategic and operational changes in business; • Develop Code: (20-25%), Stats/Modeling Research: (30-35%), Domain Knowledge and Consulting Industry Experts: (30-35%), Provide Technical Guidance to Associate DS and DS, mentors, develops and delivers presentations and strategies: (10-15%). Key Working Relations: • Building relationships and networks within current function and cross- functionally, interacts most often with Data Scientists across multiple organizations and key stakeholders within the business including senior level management. • Active member in the Data Science community to build personal acumen & ability, while also sharing new industry best practices in data science methodologies. • Provides support for their team without management presence and is expected to provide technical leadership to all levels of the organization. Qualifications & Competencies: Education/Experience • Bachelors degree with 8 years of experience or Masters degree with 6+ years experience or PhD with 3 years of experience. Skills (Technical & Soft) • Educational preparation or applied experience in at least one of the following areas: Machine Learning/Deep Learning, Artificial Intelligence, Imaging Science, Computer Vision, Photogrammetry and Crop Simulation. • Advanced competencies in image processing, computer vision, color spaces, and photogrammetric modeling. • Solid understanding of machine learning and deep neural network algorithms and advanced statistics including regression, time-series forecasting, clustering, decision tress, exploratory data analysis methods, simulation, optimization. • Advanced experience in ML/DL modeling and conduct analysis of high dimensional and multi- layered geospatial data layers from cutting edge imaging modalities including: multispectral, hyperspectral, LIDAR, thermal sensors. • Demonstrate knowledge on digital twin simulation concepts and how DL/AI and physical system models can be used for crop simulations. • Developing and improving models for computer vision projects from video, still images ortho-mosaics either post-harvest or on-plant for plant related phenotyping. • Strong background on ML and deep learning frameworks (i.e.,XGBoost, PyTorch or TensorFlow) specifically in applying them to time-series or spatial data. • Developing automated processing workflow or pipeline to correct for the presence of image distorting artifacts, occlusion with suitable QA/QC and analytics to deliver business outcomes. • Strong proficiency in computational skills to build models using Python or other statistical and/or mathematical programming packages. • Strong proficiency in model deployment using Docker and familiarity with model orchestration • Advanced experience in a cloud computing environment (AWS, GCP) and handling large datasets. • Extensive experience in successful delivery of valuable analysis through application of domain knowledge; evidence of strong business acumen. • Experience working within Agile Scrum framework • Strong communication competencies to include presentations and delivery of complex quantitative analyses in a clear, concise and actionable manner to broad audiences and key stakeholders across multiple functions. • Strong interpersonal skills to work with and support global colleagues asynchronously.

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