BigDataExpo_SNL_Motion10.pptx.pdf

Transcript

1. Sustainability at Stolt Nielsen Joost Dooren September 2023
2. 2 Sustainability at Stolt Nielsen Future generations September 23
3. 3 Sustainability at Stolt Nielsen September 23 Our mission, a bold statement Emissions target Emissions target Carbon Neutral Business Aspirational target We aim to have one carbon neutral ship in operation. At least 50% 2030 2050 Carbon Intensity Reduction – Relative to 2008 levels
4. 4 Sustainability at Stolt Nielsen No easy transition E.g. Stolt Pride (39000 DWT) Rough estimation of energy consumption for Rotterdam – Houston? Many variables, e.g. speed September 23
5. 5 Sustainability at Stolt Nielsen Machine learning models on environmental and ship metrics Enables to optimise, anticipate, innovate and transform MLOps Platform September 23
6. 6 | Copyright © HSO 2023 Sebastiaan Oude Groeniger Consultant Data & AI
7. Our goal A common platform that can be used by all teams working on different machine learning use cases
8. Platform requirements Going to production faster Common set of tools Common set of tools
9. Considerations Several external suppliers Align initiatives and scale knowledge Different divisions with their own experts and initiatives
10. Key Factors to Success Centralization to improve manageability Scalable and adaptable Keep flexibility for developers
11. Organise and facilitate the machine learning process Organise Facilitate Facilitate Data Scientists Model training Delivering the right frameworks, tools and compute to focus on model training Data acquisition Delivering high quality data Support Unblock them to keep focus on their job
12. Organise and facilitate the machine learning process Organise Facilitate 03. Model deployment 04. Monitoring 01. Data 05. Retraining 02. Model training 02 03 04 01 05
13. Implementation Data Machine Learning API Management Users
14. Azure Machine Learning Managed endpoints For model deployment and creating API’s Notebooks & compute instances For model training, managed compute and safe access to data Azure Monitor To monitor model and endpoint performance Azure DevOps For automation, CI/CD and code repositories
15. 15 Sustainability at Stolt Nielsen Use your data to the fullest! Let’s give Pieter’s generation a bright future. Thank you! September 23
16. Want to know more? Come and visit us at booth 157