Sr. AI Engineer to develop and deploy AI/ML Solutions for our Pensions Client
4 weeks ago
Location: Downtown Toronto (2 Days in Office)
The AI Engineer will play a crucial role in developing and deploying AI/ML solutions for various applications in investment management at HOOPP. The successful incumbent will work closely with cross-functional teams to understand requirements, prototype solutions, and deploy models into production environments. Your expertise in data analysis, AI/ML modeling, and quantitative modeling will drive our innovation and success.
Must Have Skills:
- A master's or Ph.D. in a quantitative field.
- 9+ years of overall experience including grad school.
- 5+ years of experience in building production-level AI/ML and other quantitative models.
- Experience in investment management or related financial domains is preferred.
- Familiarity with distributed computing tools and cloud platforms (AWS, Azure, GCP).
- Proficiency in Python, R, or an object-oriented programming language.
What you will do:
Data Analysis & Processing
- Evaluate and clean data sets from various sources (SQL databases, NoSQL databases, graph databases, documents, corpora) to ensure they are ready for AI/ML modeling.
- Proficiency in data preprocessing techniques such as handling missing data, outlier detection, normalization, and transformation to ensure data readiness for modeling.
- Integrate and merge disparate datasets to create unified datasets suitable for AI/ML modeling.
AI/ML and Quantitative Modeling
- Develop custom AI/ML or statistical models tailored to specific use cases in investment management.
- Evaluate, fine-tune, and deploy open-source AI/ML models for various applications in investment management.
- Experience with several of the following frameworks: Pandas, NumPy, SKLearn, XGBoost, PyTorch, TensorFlow, Keras.
Prototyping & Deployment
- Proficiency in prototyping lightweight AI/ML solutions to quickly validate hypotheses and demonstrate feasibility.
- Develop wrapper APIs for model integration and interaction with other systems.
- Integrate AI/ML models with existing systems and databases, ensuring seamless functionality and performance.
Performance Improvement
- Monitor the performance of AI/ML models and make adjustments to improve accuracy and efficiency.
- Identify and design performance metrics for models to monitor, improve, and adjust models to maintain or enhance accuracy, efficiency, and reliability.
Product Discovery
- Collaborate with business stakeholders, particularly Investment and Risk Management teams, to scope out modeling requirements and success metrics.
- Stay up-to-date with the latest research and advances in AI/ML and its applications to investment management.
- Apply innovative techniques to a variety of use cases in investment management.
- Commitment to staying updated with the latest research trends, advancements, and best practices in AI/ML relevant to investment management.
- Experience working collaboratively with data engineers, software engineers, and teams in investment management and risk management to develop AI/ML solutions.
- Strong interpersonal skills and ability to work effectively in multidisciplinary teams, contributing to shared goals and outcomes.
Communication
- Clear and concise communication skills to articulate complex AI/ML concepts, methodologies, and results to non-technical stakeholders and team members.
- Capability to present findings, insights, and recommendations from AI/ML experiments in a compelling and understandable manner.
Documentation
- Document AI/ML experiments, methodologies, findings, and insights systematically for future reference and knowledge sharing.
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toronto, Canada S.i. Systems Full timeSr. AI Engineer to develop and deploy AI/ML Solutions for our Pensions ClientLocation: Downtown Toronto (2 Days in Office)The AI Engineer will play a crucial role in developing and deploying AI/ML solutions for various applications in investment management at HOOPP. The successful incumbent will wor
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