Senior Scientist: Process Modelling and Interpretable Machine Learning
Found in: beBee S IE - 3 weeks ago
Senior Scientist: Process Modelling and Interpretable Machine LearningÂ
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The Manufacturing Intelligence (MI) team within Pfizerâs Global Technology & Engineering (GT&E) is responsible for driving the development and implementation of advanced analytics including AI/ML, soft sensor, advanced process control, and process condition monitoring solutions in support of manufacturing and future capabilities in Pfizer Global Supply (PGS).Â
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As a member of MI, this role will have the opportunity to develop and implement advanced analytics, real-time soft sensors, machine learning, advanced process control and IIoT solutions/capabilities in manufacturing settings to achieve actionable insights and enable continued improvement for pharmaceutical manufacturing and quality operations.Â
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ResponsibilitiesÂ
- Technical contribution to high-impact projects that require data analytics, advanced modeling, and optimization expertise.Â
- Identify high value opportunities for applying Advanced Analytics, Advanced Process Control (APC), Artificial Intelligence (AI), Machine Learning (ML) and Industrial Internet of Things (IIoT), and develop and deploy innovative fit-for-purpose solutions in manufacturing environmentÂ
- Drive development of mathematical and machine learning models and support GMP implementation of such analytics solutionsÂ
- Apply engineering principles, modeling tools, and experimental skills using data-rich lab/pilot/manufacturing equipment to improve process understanding and facilitate real-time process monitoring and controlÂ
- Collaborate with cross-functional teams and key stakeholders, effectively communicate progress to management, and drive project progress in a timely manner.Â
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Basic QualificationsÂ
- A PhD degree in relevant engineering major, mathematics, or computer science is preferred.Â
- Expert-level knowledge in Python is a must. Experience in any of the following languages is a plus: R, Matlab, JavaScript.Â
- Ability to perform data engineering on real world big-data ranging from structured time-series datasets with thousands of features, to unstructured image, text, audio and video data.Â
- Track record in applying data science and machine learning methodologies to real-world data to generate insight and support decision making.Â
- Ability to work collaboratively in diverse cross-functional teams on innovative solutions and tools with an open attitude towards fast learningÂ
- Knowledge of upstream and downstream Biopharmaceutical ManufacturingÂ
- Experience deploying Interpretable Machine Learning or Explainable AI and knowledge of Shapley values and plotsÂ
- Demonstrated experience of story-telling with interpretability tools usable by technical experts and non-technical stakeholdersÂ
- Use of exploratory analysis tools for abstractions such as feature visualization and attribution that aid scientists in interpreting and explaining machine learning model resultsÂ
- Independent, self-motivated personality with excellent oral and written communication skillsÂ
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Preferred QualificationsÂ
- Expertise in first principles (thermodynamics, reaction modelling, heat transfer, mass transfer principles), hybrid modelling. Ability to develop practical process models for real-time applications is a strong plus.Â
- Experience in cloud-based code development and deployment environments such as AWS SageMaker or Tibco.Â
- Familiarity with cloud computing based data-warehouses such as Snowflake or Redshift, and relational SQL databases.Â
- Hands on experience in deep learning and LVM for real-time monitoring and anomaly detection of time-series data and automated root cause analysis.Â
- Experience in data visualization and real-time GUIs using Streamlit, Plotly, Spotfire, etc.Â
- Familiarity with feedback control algorithms, real-time communication protocols, industrial process historians, and industrial automation platforms such as DeltaV and ASPEN.Â
- Knowledge of Cell Culture, Fermentation and Vaccines ConjugationÂ
- Work Location Assignment:â¯Flexible - USAÂ
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Dublin, Ireland NLP PEOPLE Full timeCpl in partnership with our client Pfizer Grange Castle are currently recruiting for a Senior Scientist: Process Modelling and Interpretable Machine Learning The Manufacturing Intelligence (MI) team within Pfizer’s Global Technology & Engineering (GT&E) is responsible for driving the development and implementation of advanced analytics including AI/ML,...
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Senior Scientist: Process Modelling and Interpretable Machine Learning
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Senior Scientist: Process Modelling and Interpretable Machine Learning
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Dublin, Dublin City, Ireland Cpl Full timeCpl in partnership with our client Pfizer Grange Castle are currently recruiting for aSenior Scientist: Process Modelling and Interpretable Machine Learning The Manufacturing Intelligence (MI) team within Pfizer's Global Technology & Engineering (GT&E) is responsible for driving the development and implementation of advanced analytics including AI/ML, soft...
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Found in: beBee jobs IE - 2 weeks ago
Dublin, Dublin City, Ireland Cpl Full timeCpl in partnership with our client Pfizer Grange Castle are currently recruiting for a Senior Scientist: Process Modelling and Interpretable Machine Learning The Manufacturing Intelligence (MI) team within Pfizer's Global Technology & Engineering (GT&E) is responsible for driving the development and implementation of advanced analytics including AI/ML, soft...
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Dublin, Ireland Cpl Healthcare Full timeCpl in partnership with our client Pfizer Grange Castle are currently recruiting for a Senior Scientist: Process Modelling and Interpretable Machine Learning The Manufacturing Intelligence (MI) team within Pfizer’s Global Technology & Engineering (GT&E) is responsible for driving the development and implementation of advanced analytics including AI/ML,...
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Senior Scientist: Process Modelling and Interpretable Machine Learning
Found in: beBee S IE - 3 weeks ago
Dublin, Ireland Cpl Remote Work Freelance Full timeCpl in partnership with our client Pfizer Grange Castle are currently recruiting for a  Senior Scientist: Process Modelling and Interpretable Machine Learning  The Manufacturing Intelligence (MI) team within Pfizerâs Global Technology & Engineering (GT&E) is responsible for driving the development and implementation of advanced analytics...
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Found in: beBee jobs IE - 1 week ago
Dublin, Dublin City, Ireland Cpl Full timeCpl in partnership with our client Pfizer Grange Castle are currently recruiting for aSenior Scientist: Process Modelling and Hybrid Modelling The Manufacturing Intelligence (MI) team within Pfizer's Global Technology & Engineering (GT&E) is responsible for driving the development and implementation of advanced analytics including AI/ML, soft sensor,...
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Found in: beBee jobs IE - 2 weeks ago
Dublin, Dublin City, Ireland Cpl Full timeCpl in partnership with our client Pfizer Grange Castle are currently recruiting for a Senior Scientist: Process Modelling and Hybrid Modelling The Manufacturing Intelligence (MI) team within Pfizer's Global Technology & Engineering (GT&E) is responsible for driving the development and implementation of advanced analytics including AI/ML, soft sensor,...
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Dublin, Ireland Cpl Healthcare Full timeCpl in partnership with our client Pfizer Grange Castle are currently recruiting for a Senior Scientist: Process Modelling and Hybrid Modelling The Manufacturing Intelligence (MI) team within Pfizer’s Global Technology & Engineering (GT&E) is responsible for driving the development and implementation of advanced analytics including AI/ML, soft sensor,...
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Dublin, Ireland Cpl Remote Work Freelance Full time Cpl in partnership with our client Pfizer Grange Castle are currently recruiting for a  Senior Scientist: Process Modelling and Hybrid Modelling  The Manufacturing Intelligence (MI) team within Pfizerâs Global Technology & Engineering (GT&E) is responsible for driving the development and implementation of advanced analytics including...
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Dublin, Ireland Cpl Remote Work Freelance Full time Cpl in partnership with our client Pfizer Grange Castle are currently recruiting for aSenior Scientist: Process Modelling and Hybrid Modelling The Manufacturing Intelligence (MI) team within Pfizerâs Global Technology & Engineering (GT&E) is responsible for driving the development and implementation of advanced analytics including AI/ML, soft...
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