Sr. Data Scientist
Markham Elevation Centre - Markham Elevation Centre, Canada
General Motors
General Motors is home to Buick, Cadillac, GMC & Chevrolet. Learn about General Motor's rich history and dedication to community, sustainability, & innovation.Job Description
Work Arrangement: This role is categorized as hybrid. This means the successful candidate is expected to report to the office, three days per week, at minimum. But if you live outside an 80 KM radius from Markham Elevation Centre, it will be remote.
The Role
We are at a pivotal time in our industry where simulation techniques are paving the way towards a digital revolution of our engineering tools and systems. As we transform and drive new software content for our vehicles, our vision is one that strongly augments simulation techniques with Artificial Intelligence (AI). This will enable maximum efficiency, increased robustness, optimized workflows, all scalable.
Towards this goal, we are creating dedicated teams to focus on AI, data analytics, simulation, and automation frameworks for hardware, software and system design and development.
This role is key and is specifically critical to embedding advanced data analytics in our models that will be key to robust AI and optimization implementations.
What You’ll Do (Key Responsibilities)
Use data analytics and signal processing to analyze simulation output data using techniques like wavelet transforms and motif discovery (or other).
Develop custom feature extraction methods for predictive modeling then used in optimizations.
Apply statistical methods, anomaly detection, and clustering to uncover patterns.
Work with large scale data sets and collaborate with experts in our team to incorporate physical interpretations of insights.
Create interactive data Visualizations to communicate and interpret.
Help build ML models that may be used as surrogates in simulations.
Use your expertise to prototype new data driven solutions that fit our goals as they evolve and we future proof our technology stacks.
Challenge the status quo continuously, with a main aim being to further our understanding of our data.
Master ambiguity in a way that can leverage creative insights while remaining grounded in your deliverables.
Lead and mentor others in the team towards a common goal.
Additional Job Description
Your Skills & Abilities (Required Qualifications)
Bachelors / Master’s degree or PhD in mathematics, Engineering, Physics, Computer Science, or a related field with a focus on Data Science.
5+ years in signal processing, feature extraction, or data analysis.
Expert understanding of data science, advanced statistics, signal processing and simulation frameworks
In depth knowledge of the core programming languages (Python, JavaScript, C/C++, etc.).
Core data tools knowledge: Python (NumPy, Pandas, SciPy), SQL, signal processing libraries (PyWavelets, Tsfresh) and more.
Knowledge of ML modeling and models and its modern toolsets (e.g. Scikit-learn, XGBoost for classification/regression tasks)
Willingness to learn and continue developing knowledge in an up-and-coming field.
Excellent problem-solving skills with the ability to thrive in a demanding, fast-paced work environment.
Strong interpersonal and communication skills and a willingness to collaborate cross-functionally with different teams.
What Will Give You a Competitive Edge (Preferred Qualifications)
Master’s degree or PhD in mathematics, Engineering, Physics, Computer Science, or a related field with a focus on Data Science.
Experience with Automotive SW development process
Knowledge of Full-Stack AI Deployment (e.g. scalable ML pipelines (MLOps) using Docker, Kubernetes, FastAPI, cloud services, or other modern toolsets)
Experience with advanced simulation or CoSimulation frameworks
Knowledge of robust optimization techniques (GA’s, PSO, MDO, etc.)
GM DOES NOT PROVIDE IMMIGRATION-RELATED SPONSORSHIP FOR THIS ROLE. DO NOT APPLY FOR THIS ROLE IF YOU WILL NEED GM IMMIGRATION SPONSORSHIP NOW OR IN THE FUTURE.
Benefits Overview
The goal of the General Motors of Canada total rewards program is to support the health and well-being of you and your family. Our comprehensive compensation plan currently includes the following benefits, in addition to many others:
Paid time off including vacation days, holidays, and supplemental benefits for pregnancy, parental and adoption leave.
Healthcare, dental and vision benefits including health care spending account and wellness incentive.
Life insurance plans to cover you and your family.
Company and matching contributions to a Defined Contribution Pension plan to help you save for retirement.
Global recognition program for peers and leaders to recognize and be recognized for results and behaviors that reflect our company values.
Tuition Assistance and Employee Assistance Program.
GM Vehicle Purchase Plan for you, your family and friends.
About GM
Our vision is a world with Zero Crashes, Zero Emissions and Zero Congestion and we embrace the responsibility to lead the change that will make our world better, safer and more equitable for all.
Why Join Us
We aspire to be the most inclusive company in the world. We believe we all must make a choice every day – individually and collectively – to drive meaningful change through our words, our deeds and our culture. Our Work Appropriately philosophy supports our foundation of inclusion and provides employees the flexibility to work where they can have the greatest impact on achieving our goals, dependent on role needs. Every day, we want every employee, no matter their background, ethnicity, preferences, or location, to feel they belong to one General Motors team.
Diversity Information
General Motors is committed to being a workplace that is not only free of discrimination, but one that genuinely fosters inclusion and belonging. We strongly believe that workforce diversity creates an environment in which our employees can thrive and develop better products for our customers. We understand and embrace the variety through which people gain experiences whether through professional, personal, educational, or volunteer opportunities.
We encourage interested candidates to review the key responsibilities and qualifications and apply for any positions that match your skills and capabilities.
Equal Employment Opportunity Statement
Accommodation is available for applicants with disabilities. Should you be contacted by General Motors of Canada, please advise if you require accommodation. General Motors of Canada values diversity and is an equal opportunity employer.
* Salary range is an estimate based on our AI, ML, Data Science Salary Index 💰
Tags: Classification Clustering Computer Science Data analysis Data Analytics Docker Engineering FastAPI JavaScript Kubernetes Machine Learning Mathematics ML models MLOps NumPy Pandas PhD Physics Pipelines Predictive modeling Python Scikit-learn SciPy SQL Statistics XGBoost
Perks/benefits: Career development Competitive pay Health care Parental leave
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