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Location
San Francisco, CA, United States
Posted on
Nov 13, 2019
Profile
125911BR
Job Title:
Senior Data Scientist, Energy Platform - San Francisco, CA
No. of Positions:
1
Job Description:
Where you fit in
Shell New Energies focuses on two areas: new fuels and power. New Fuels consists of investments in hydrogen, biofuels, and electric vehicle charging. In Power, we are building up positions across the full electricity value chain, including in renewable generation, retail energy, distributed energy resources, power trading and marketing, and grid services. Within these focus areas, we look for ways to connect customers with new business models for mobility and energy services, enabled by digital technologies and decentralization of energy systems. Development of our IoT platform for Shell New Energy will be paramount in achieving these goals.
What’s the role?
Energy Platform Team
The Energy Platform team is a nimble, cross-functional, deeply technical and passionate group that embodies the speed and agility of a startup while embracing the scale of one of the largest companies in the world. Achieving a balance between agility and global scale provides unique opportunities, and the Energy Platform Team borrows from best-in-class product development, continuous delivery, and commercialization techniques while adapting them to the unique global context within Shell.
The Energy Platform team is empowered to coordinate and align Shell’s energy management platform objectives, strategies, and execution approaches across the company, as well as to design, deliver and maintain a mission critical component of Shell’s ability to deliver differentiated products, offerings and capabilities across its expanding global footprint.
Accountabilities:
Builds, on a daily basis, machine learning and deep learning models, optimizing for deployability and scalability of methods.
Have exceptional skills in statistics and machine learning applied to timeseries analysis (ARIMA, GARCH, BSTS, as well as probabilistic methods for ML/DL)
Is familiar with applications of distributed compute for ML/DL and has working knowledge of containerized workflows.
Are comfortable with a fast pace build, test, ship ML/AI workloads into production under a common API.
Has experience abstracting custom APIs for machine learning methods in training and inference.
Are eager to work with a cross functional team of energy markets analysts, software developers, ML engineers, to translate business case solutions into new features inside the Energy Platform.
Have a passion for implementing ML/DL solutions for real-time inferencing over Asset Telemetry data; and is comfortable applying modern Deep Learning techniques to Time Series data.
Are a maniac for data & model quality, provenance and lifecycle management, supporting an MLOps centric culture within our Data Science and Engineering teams.
Eager to design, implement and delivery frameworks and workbenches for model building and serving within Energy Platform that enables cross function collaboration.
Proven history of working with large scale model optimization and hyperparameter tuning, applied to ML/DL models.
Auto req ID:
125911BR
Skillpool:
Technical Information and Data
Country of Work Location:
United States
Employment Type:
Full Time
Company Description:
Shell is a global group of energy and petrochemical companies with about 84,000 employees across more than 70 countries. We aim to meet the world’s growing need for more and cleaner energy solutions in ways that are economically, environmentally and socially responsible. We have expertise in exploration, production, refining and marketing of oil and natural gas, and the manufacturing and marketing of chemicals. As a global energy company operating in a challenging world, we set high standards of performance and ethical behaviors. We are judged by how we act and how we live up to our core values of honesty, integrity and respect for people. Our Business Principles are based on these. They promote trust, openness, teamwork and professionalism, as well as pride in what we do and how we conduct business. Building on our core values, we aspire to sustain a diverse and inclusive culture where everyone feels respected and valued, from our employees to our customers and partners. A diverse workforce and an inclusive work environment are vital to our success, leading to greater innovation and better energy solutions.
An innovative place to work
There’s never been a more exciting time to work at Shell. Everyone here is helping solve one of the biggest challenges facing the world today: bringing the benefits of energy to everyone on the planet, whilst managing the risks of climate change.
Join us and you’ll add your talent and imagination to a business with the power to shape the future – whether by investing in renewables, exploring new ways to store energy or developing technology that helps the world to use energy more efficiently.
A rewarding place to work
Combine our creative, collaborative environment and global operations with an impressive range of benefits and joining Shell becomes an inspired career choice.
We’re huge advocates for career development. We’ll encourage you to try new roles and experience new settings. By pushing people to reach their potential, we frequently help them find skills they never knew they had, or make career moves they never thought possible.
Disclaimer:
Please note: We occasionally amend or withdraw Shell jobs and reserve the right to do so at any time, including prior to the advertised closing date.
Before applying, you are advised to read our data protection policy. This policy describes the processing that may be associated with your personal data and informs you that your personal data may be transferred to Royal Dutch/Shell Group companies around the world.
The Shell Group and its approved recruitment consultants will never ask you for a fee to process or consider your application for a career with Shell. Anyone who demands such a fee is not an authorised Shell representative and you are strongly advised to refuse any such demand.
Shell participates in E-Verify.
All qualified applicants will receive consideration for employment without regard to race, color, sex, national origin, age, religion, disability, sexual orientation, gender identity, protected veteran status, citizenship, genetic information or other protected status under federal, state or local laws.
Shell is an Equal Opportunity Employer - Minorities/Females/Veterans/Disability.
Work Location:
California - San Francisco
Requirements:
What we need from you.
Must have legal authorization to work in the US on a full-time basis for anyone other than current employer
Bachelor's degree in a relevant technical discipline.
Familiarity with timeseries modeling for financial and electricity market.
5 years of experience with demonstrable proficiency in one or more mainstream opensource Machine Learning/Deep Learning frameworks: Tensorflow, Torch, Pyro, Keras, Scikit, Statsmodels.
Proficiency with Containerized environments and workloads.
Experience with object-oriented/object function scripting languages: Python, R, Go, C , Scala, etc.
Excellent analytical, problem-solving, and troubleshooting skills.
Care deeply about performance, accessibility and API design.
City, State (if applicable):
San Francisco, CA
Company info
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