These products deliver high-accuracy solar and wind power forecasts , leveraging advanced physics-based models, machine learning, and global weather data to enable better operational, trading, and ...
These products deliver high-accuracy solar and wind power forecasts , leveraging advanced physics-based models, machine learning, and global weather data to enable better operational, trading, and ...
Professor & HOD, Artificial Intelligence & Machine Learning (AI & ML) * HOD, ECE * Assistant ... Basic Sciences (Physics/Chemistry/Mathematics) For details please click on Qualifications and ...
Professor & HOD, Artificial Intelligence & Machine Learning (AI & ML) * HOD, ECE * Assistant ... Basic Sciences (Physics/Chemistry/Mathematics) For details please click on Qualifications and ...
Analyst/Consultant/Senior Consultant, Quantitative Market Risk Models (12 Month Contract)
CA$68K - CA$102K/yr
... with informed confidence. Using your deep technical skills and leveraging our global network of ... Machine Learning and Artificial Intelligence. About the team Deloitte's Risk, Regulatory ...
Analyst/Consultant/Senior Consultant, Quantitative Market Risk Models (12 Month Contract)
CA$68K - CA$102K/yr
... with informed confidence. Using your deep technical skills and leveraging our global network of ... Machine Learning and Artificial Intelligence. About the team Deloitte's Risk, Regulatory ...
D. degree in Computer Science, Machine Learning, Mathematics, Statistics, Physics, Engineering, Quantitative Finance, or equivalent relevant industry experience. * A minimum of 5 years of experience ...
D. degree in Computer Science, Machine Learning, Mathematics, Statistics, Physics, Engineering, Quantitative Finance, or equivalent relevant industry experience. * A minimum of 5 years of experience ...
D. degree in Computer Science, Machine Learning, Mathematics, Statistics, Physics, Engineering, Quantitative Finance, or equivalent relevant industry experience. * A minimum of 5 years of experience ...
D. degree in Computer Science, Machine Learning, Mathematics, Statistics, Physics, Engineering, Quantitative Finance, or equivalent relevant industry experience. * A minimum of 5 years of experience ...
26-017 - AI Developer
Oshawa, ON · Hybrid
$85 - $110/hr
The role also includes implementing machine learning operations practices to ensure reliable ... physics, or a related technical discipline. An advanced degree in a related field is considered an ...
26-017 - AI Developer
Oshawa, ON · Hybrid
$85 - $110/hr
The role also includes implementing machine learning operations practices to ensure reliable ... physics, or a related technical discipline. An advanced degree in a related field is considered an ...
Manager, Data Science
Toronto, ON · Hybrid
CA$82K - CA$154K/yr
Develops prediction systems and machine learning algorithms. Investigates additional technologies ... and risk informed decisions that align to business strategy, protect assets, and adhere to ...
Manager, Data Science
Toronto, ON · Hybrid
CA$82K - CA$154K/yr
Develops prediction systems and machine learning algorithms. Investigates additional technologies ... and risk informed decisions that align to business strategy, protect assets, and adhere to ...
Data Scientist II
Toronto, ON · On-site
CA$81K - CA$115K/yr
Undergraduate degree or advanced technical degree preferred (e.g., math, physics, engineering ... Hands-on experience with machine learning techniques, including supervised and unsupervised ...
Data Scientist II
Toronto, ON · On-site
CA$81K - CA$115K/yr
Undergraduate degree or advanced technical degree preferred (e.g., math, physics, engineering ... Hands-on experience with machine learning techniques, including supervised and unsupervised ...
Data Scientist
Markham, ON · On-site
CA$80K - CA$120K/yr
Apply statistical, machine learning, and data science techniques to improve risk measurement ... Bachelor's or Master's degree in Data Science, Statistics, Mathematics, Computer Science, Physics ...
Data Scientist
Markham, ON · On-site
CA$80K - CA$120K/yr
Apply statistical, machine learning, and data science techniques to improve risk measurement ... Bachelor's or Master's degree in Data Science, Statistics, Mathematics, Computer Science, Physics ...
Senior Data Scientist
CA$103K - CA$192K/yr
Uses advanced analytical algorithms and technologies (e.g. machine learning, deep learning ... and risk informed decisions that align to business strategy, protect assets, and adhere to ...
Senior Data Scientist
CA$103K - CA$192K/yr
Uses advanced analytical algorithms and technologies (e.g. machine learning, deep learning ... and risk informed decisions that align to business strategy, protect assets, and adhere to ...
Associate, Data Engineer
CA$90K - CA$120K/yr
Model and design databases and data architectures to support advanced analytics, machine learning ... Qualifications Bachelor's or Graduate degree in Engineering, Computer Science, Mathematics, Physics ...
Associate, Data Engineer
CA$90K - CA$120K/yr
Model and design databases and data architectures to support advanced analytics, machine learning ... Qualifications Bachelor's or Graduate degree in Engineering, Computer Science, Mathematics, Physics ...
Senior Data Scientist
Toronto, ON · On-site
CA$103K - CA$192K/yr
Uses advanced analytical algorithms and technologies (e.g. machine learning, deep learning ... and risk informed decisions that align to business strategy, protect assets, and adhere to ...
Senior Data Scientist
Toronto, ON · On-site
CA$103K - CA$192K/yr
Uses advanced analytical algorithms and technologies (e.g. machine learning, deep learning ... and risk informed decisions that align to business strategy, protect assets, and adhere to ...
Proven expertise in machine learning frameworks (TensorFlow, PyTorch, Scikit-learn, etc.) and ... grid/physics models in power system simulation tools, MATLAB/PSCAD; as well as power system ...
Proven expertise in machine learning frameworks (TensorFlow, PyTorch, Scikit-learn, etc.) and ... grid/physics models in power system simulation tools, MATLAB/PSCAD; as well as power system ...
Senior AI/ML Applications Architect
Markham, ON · On-site
$100 - $130/hr
Proven expertise in machine learning frameworks (TensorFlow, PyTorch, Scikit‑learn, etc.) and ... grid/physics models in power system simulation tools, MATLAB/PSCAD; as well as power system ...
Senior AI/ML Applications Architect
Markham, ON · On-site
$100 - $130/hr
Proven expertise in machine learning frameworks (TensorFlow, PyTorch, Scikit‑learn, etc.) and ... grid/physics models in power system simulation tools, MATLAB/PSCAD; as well as power system ...
Proven expertise in machine learning frameworks (TensorFlow, PyTorch, Scikit-learn, etc.) and ... grid/physics models in power system simulation tools, MATLAB/PSCAD; as well as power system ...
Proven expertise in machine learning frameworks (TensorFlow, PyTorch, Scikit-learn, etc.) and ... grid/physics models in power system simulation tools, MATLAB/PSCAD; as well as power system ...
Lead Product Manager - Marketing Platform (Remote - Canada)
Toronto, ON · Remote
CA$200K/yr
Connect with specialist groups such as data analytics and machine learning/artificial intelligence teams to bring new solutions to market and support their successful adoption. * Stay informed about ...
Lead Product Manager - Marketing Platform (Remote - Canada)
Toronto, ON · Remote
CA$200K/yr
Connect with specialist groups such as data analytics and machine learning/artificial intelligence teams to bring new solutions to market and support their successful adoption. * Stay informed about ...
Proven expertise in machine learning frameworks (TensorFlow, PyTorch, Scikit-learn, etc.) and ... grid/physics models in power system simulation tools, MATLAB/PSCAD; as well as power system ...
Proven expertise in machine learning frameworks (TensorFlow, PyTorch, Scikit-learn, etc.) and ... grid/physics models in power system simulation tools, MATLAB/PSCAD; as well as power system ...
Proven expertise in machine learning frameworks (TensorFlow, PyTorch, Scikit-learn, etc.) and ... grid/physics models in power system simulation tools, MATLAB/PSCAD; as well as power system ...
Proven expertise in machine learning frameworks (TensorFlow, PyTorch, Scikit-learn, etc.) and ... grid/physics models in power system simulation tools, MATLAB/PSCAD; as well as power system ...
Proven expertise in machine learning frameworks (TensorFlow, PyTorch, Scikit-learn, etc.) and ... grid/physics models in power system simulation tools, MATLAB/PSCAD; as well as power system ...
Proven expertise in machine learning frameworks (TensorFlow, PyTorch, Scikit-learn, etc.) and ... grid/physics models in power system simulation tools, MATLAB/PSCAD; as well as power system ...
Provide performance feedback, observations, and coaching to support a continuous learning culture ... informed discussions with clients on upcoming needs. * Develop and maintain strong technical ...
Provide performance feedback, observations, and coaching to support a continuous learning culture ... informed discussions with clients on upcoming needs. * Develop and maintain strong technical ...
Physics Informed Machine Learning information
What are the key skills and qualifications needed to thrive in the Physics Informed Machine Learning position, and why are they important?
To thrive in Physics Informed Machine Learning, you need a solid background in physics, strong mathematical and statistical skills, and experience with machine learning algorithms, typically supported by an advanced degree in a relevant field. Proficiency with programming languages like Python, frameworks such as TensorFlow or PyTorch, and familiarity with numerical simulation tools are commonly required. Effective problem-solving, clear communication, and the ability to collaborate with interdisciplinary teams make a significant impact in this role. These capabilities are essential for developing robust, interpretable machine learning models that leverage physical laws to solve complex, real-world problems.
What are the typical challenges faced by professionals working in Physics Informed Machine Learning roles?
Professionals in Physics Informed Machine Learning often encounter challenges integrating complex physical theories with advanced machine learning models, requiring deep domain knowledge and strong technical skills. Balancing model accuracy with computational efficiency and ensuring that models are both interpretable and generalizable can be demanding. Collaboration with domain experts, data scientists, and engineers is common, as projects often span multiple disciplines. Successfully navigating these challenges provides valuable experience and is highly regarded, often leading to further career advancement in research, engineering, or leadership positions.
What is a Physics Informed Machine Learning job?
A Physics Informed Machine Learning (PIML) job involves developing AI models that integrate physics-based principles to improve accuracy, interpretability, and generalization. Professionals in this role use machine learning techniques alongside domain knowledge in physics, engineering, or applied sciences to solve complex problems in areas like fluid dynamics, materials science, and climate modeling. Responsibilities often include designing algorithms, implementing simulations, and validating results against experimental or real-world data. Employers typically seek expertise in deep learning, numerical methods, and programming languages like Python.

Full-time
Medical, Dental, Vision, Life, Retirement, PTO
Posted 16 days ago
Job description
DNV is seeking a Product Manager to lead a portfolio of power forecasting products used by energy operators, traders, and asset owners globally.Â
These products deliver high-accuracy solar and wind power forecasts, leveraging advanced physics-based models, machine learning, and global weather data to enable better operational, trading, and planning decisions.Â
This role combines end-to-end product ownership with a strong focus on AI-led product innovation, including the evolution of forecasting workflows into AI-native and agentic experiences.Â
You will operate at the intersection of:Â
Renewable energy systemsÂ
Data science and machine learningÂ
API-first digital productsÂ
AI-enabled workflow automationÂ
What You'll DoÂ
Product Ownership & StrategyÂ
- Own product vision, roadmap, and lifecycle for power forecasting productsÂ
- Define and execute product strategy aligned with customer needs and market dynamicsÂ
- Drive commercial performance, including pricing, packaging, and positioningÂ
Product DevelopmentÂ
- Identify and deliver novel power forecasting capabilities that leverage the best of physical and AI modeling techniques to deliver unique customer valueÂ
- Design and implement agentic workflows that automate forecasting, diagnostics, and optimization tasksÂ
- Translate new AI/ML capabilities into clear, scalable product features and user valueÂ
- Partner with data science teams on model development, validation, and performance monitoring from inception to full commercializationÂ
Execution & DeliveryÂ
- Manage product backlogs, releases, and priorities in collaboration with engineering teamsÂ
- Define requirements and acceptance criteria; lead product validation and iterationÂ
- Use data and experimentation to continuously improve product performanceÂ
Customer & Stakeholder EngagementÂ
- Conduct customer discovery and workflow analysisÂ
- Engage directly with customers to understand operational and trading use casesÂ
- Support go-to-market activities, including sales enablement and product positioningÂ
Cross-Functional LeadershipÂ
- Collaborate across engineering, data science, UX, and commercial teamsÂ
- Align stakeholders and drive execution across a distributed, global organizationÂ
- Contribute to best practices for product management within GDPÂ
What is requiredÂ
- Bachelor's degree in engineering, data science, atmospheric science, or a related fieldÂ
- 5+ years of product management experience in digital, data, or SaaS productsÂ
- Experience managing products across the full lifecycleÂ
- Strong analytical and problem-solving skills in data-driven environmentsÂ
- Strong written and verbal English communication skills
- Â We conduct pre-employment background screening
Â
*Immigration-related employment benefits, for example visa sponsorship, are not available for this position*Â
Preferred QualificationsÂ
- Master's degree in engineering, data science, atmospheric science, or a related fieldÂ
- Experience in renewable energy, power markets, or forecasting domainsÂ
- Experience with APIs, data platforms, or developer-focused productsÂ
- Working knowledge of machine learning concepts and AI-driven product developmentÂ
An AI Product MindsetÂ
- Experience or strong interest in AI-powered products and workflowsÂ
- Exposure to agentic tools or workflow automation systems is strongly preferredÂ
Who You AreÂ
- A customer-focused and outcomes-driven product leaderÂ
- Comfortable operating in technically complex, data-intensive domainsÂ
- Able to balance strategic thinking with hands-on executionÂ
- Energized by building AI-first products and intelligent systemsÂ
- Passionate about contributing to the energy transitionÂ
- Generous paid time off (vacation, sick days, company holidays, personal days)
- Medical, Dental, and Vision benefit plans available to all employees
- Special programs - Employee Assistance Program and accident and critical illness options for you and your family
- Workplace strategies for mental help resources available to all employees
- Registered Retirement Savings Plan (RRSP) with company match
- Company provided life insurance, short-term, and long-term disability benefits
- Education Assistance Program
- Flexible work schedule with hybrid opportunities
- Consumer discounts and rewards through our BenefitsHub
- Advancement opportunities
**Benefits may vary based on position, tenure, location, and employee election
DNV is a proud equal-opportunity employer committed to building an inclusive and diverse workforce. All employment is decided on the basis of qualifications, merit, or business need, without regard to race, color, religion, age, sex, sexual orientation, gender identity, national origin, disability, or protected veteran status.