Senior Data Engineer - Krembil Centre for Neuroinformatics

CAMH; Toronto; On-site; CAD 86,000 - 129,000; Full time

Benefits offered by this job

HOOPP defined benefit pension plan

Flexible work arrangements

Ongoing professional development

Job summary

CAMH’s Krembil Centre for Neuroinformatics seeks a Senior Data Engineer on a 1-year contract to manage the data lifecycle, build scalable pipelines, and ensure privacy across CAMH data platforms.

The role partners with the applied AI team and KCNI to operationalize ML models, implement CI/CD, and maintain robust data governance within CAMH’s hybrid environment.

Qualifications

• Master’s degree or PhD in Computer Science, Data Science, Engineering, Biomedical Engineering, Health Informatics, or related field.
• Minimum of 5 years of experience in data engineering, ML engineering, MLOps, or related roles.
• Strong proficiency in Python and SQL with experience in additional languages.

Responsibilities

• Own and operate the MLOps practice: deployment, serving, monitoring, drift detection, and retraining triggers.
• Build and maintain production data pipelines feeding ML workloads across KCNI and enterprise data platform (Snowflake).
• Deploy, monitor and maintain ML/LLM services in on-prem and cloud environments.
• Implement CI/CD, containerization and IaC for data/ML workloads.
• Interface between applied AI team and KCNI research/model development teams.
• Apply CAMH privacy, security and data governance to all data/workflows (PHI handling under PHIPA).
• Document environments, pipelines and runbooks for sustained operation.
• Set MLOps standards and provide mentorship to engineers and data scientists.

Skills

Python

SQL

MLOps

CI/CD

Docker

Kubernetes

Cloud platforms

Data pipelines

Git

Linux

Education

Master's degree or PhD in Computer Science/Data Science/Engineering/Health Informatics

Tools

Snowflake

Azure

AWS

Google Cloud

Job description

Job Description

The Krembil Centre for Neuroinformatics (KCNI) is CAMH’s research centre for computational neuroscience, data science and AI in mental health. KCNI operates CAMH’s research computing environment, including on-premises GPU infrastructure and the platforms supporting the BrainHealth Databank and multi-institutional research partnerships, and leads AI model development for the hospital. CAMH’s operational AI capability runs as a federated model: an applied AI team develops and supports operational models for clinical and corporate use, KCNI leads AI research and development, and machine learning operations sits between the two. The Krembl team is looking for a full-time, contract (1 year) Senior Data Engineer to join our team. Reporting to the Operations Director, you will play a crucial role in managing the entire data lifecycle within the project for challenge organization. This includes data ingestion and deposition into a data platform, data preparation, documentation and dissemination to challenge users, while ensuring data integrity and alignment with Canadian privacy laws and healthcare data sharing practices. The Data Engineer will collaborate with various challenge teams to support the organization of diverse data types by constructing and maintaining data systems and databases.

Responsibilities

• Own and operate the MLOps practice: model deployment, serving, versioning, monitoring, drift detection, retraining triggers and rollback across CAMH’s research and operational AI environments
• Build and maintain the production data pipelines feeding machine learning workloads across KCNI research platforms and the enterprise data platform (Snowflake)
• Deploy, monitor and maintain machine learning and large language model services in on-premises GPU and cloud environments
• Implement and maintain CI/CD, containerization and infrastructure-as-code practices for data and ML workloads
• Serve as the technical interface between the applied AI team and KCNI research and model development teams, moving models from development into supported production operation
• Apply CAMH privacy, security and data governance requirements to all data and model workflows, including PHI handling under PHIPA
• Document environments, pipelines and runbooks to a standard that supports sustained operation and knowledge transfer
• Set MLOps standards, tooling and reference patterns for AI work across CAMH, and provide technical review and mentorship to engineers and data scientists working against them

Qualifications

Master’s degree or PhD in Computer Science, Data Science, Engineering, Biomedical Engineering, Health Informatics, or a related discipline, or equivalent combination of education and experience. Minimum of 5 years of progressively responsible experience in data engineering, machine learning engineering, MLOps, scientific computing, or related technical roles. Strong proficiency in Python and SQL, with experience in one or more additional programming languages. Demonstrated experience designing and operating production data pipelines and machine learning workflows. Experience with machine learning lifecycle technologies, including model deployment, versioning, experiment tracking, monitoring, and reproducibility. Experience with containerization and orchestration technologies such as Docker and Kubernetes. Experience implementing CI/CD pipelines, infrastructure automation, and DevOps/MLOps practices. Strong experience working in Linux-based environments and with Git-based version control. Experience with cloud computing platforms such as Microsoft Azure, AWS, or Google Cloud. Experience with relational and non-relational databases, object storage, data lakes, and modern analytics platforms. Strong knowledge of data modeling, schema design, APIs, ETL/ELT, distributed systems, and scalable data-processing architectures. Experience supporting machine learning, analytics, or scientific-computing workloads in production environments. Strong analytical, troubleshooting, documentation, and problem-solving skills. Excellent written and verbal communication skills.

Compensation & Benefits

• Salary is competitive and based on experience, with a hiring range of $85,682.95 – $107,103.68per year.
• Employees in this role may progress within the full pay range of $85,682.95 – $128,524.42 per year
• CAMH’s Total Rewards: Includes participation in HOOPP defined benefit pension plan, flexible work arrangements, and ongoing professional development support.

This role allows professionals to apply their expertise in a mission-driven environment dedicated to public health outcomes. CAMH is a fully affiliated teaching hospital and research institute of the University of Toronto. As a CAMH employee, you will contribute to our mission by supporting teaching, research, and clinical care across the hospital. CAMH is dedicated to equity, diversity, and inclusion. Our commitment is to foster a workplace, teaching, and learning environment that is inclusive, respectful, and free from discrimination or harassment. CAMH strongly encourages applications from candidates who reflect the diversity of the communities we serve, including First Nations, Métis, and Inuit Peoples; Black and other racialized communities; LGBTQ2S+ communities; women; and people with disabilities, including those with lived experience of mental health and substance use challenges. We welcome applicants from all backgrounds. Thank you to all who apply; however, only those selected for an interview will be contacted. If you require accommodations during the application or recruitment process, please let us know. CAMH est un hôpital universitaire et un institut de recherche pleinement affiliés à l'Université de Toronto. En tant qu'employé de CAMH, vous contribuerez à notre mission en soutenant l'enseignement, la recherche et les soins cliniques à travers l'hôpital. CAMH est dédié à l'équité, à la diversité et à l'inclusion. Notre engagement est de favoriser un environnement de travail, d'enseignement et d'apprentissage qui soit inclusif, respectueux et exempt de discrimination ou de harcèlement. CAMH encourage fortement les candidatures de candidats qui reflètent la diversité des communautés que nous servons, y compris les Premières Nations, les Métis et les Inuits; les communautés noires et autres communautés racialisées; les communautés LGBTQ2S+; les femmes; et les personnes en situation de handicap, y compris celles ayant une expérience vécue des défis en matière de santé mentale et d'usage de substances. Nous accueillons les candidatures de toutes origines. Merci à tous ceux qui postulent ; cependant, seuls les candidats sélectionnés pour un entretien seront contactés. Si vous avez besoin d'aménagements pendant le processus de candidature ou de recrutement, veuillez nous en informer. CAMH est un hôpital universitaire et un institut de recherche pleinement affiliés à l'Université de Toronto. En tant qu'employé de CAMH, vous contribuerez à notre mission en soutenant l'enseignement, la recherche et les soins cliniques à travers l'hôpital. CAMH est dédié à l'équité, à la diversité et à l'inclusion. Notre engagement est de favoriser un environnement de travail, d'enseignement et d'apprentissage qui soit inclusif, respectueux et exempt de discrimination ou de harcèlement. CAMH encourage fortement les candidatures de candidats qui reflètent la diversité des communautés que nous servons, y compris les Premières Nations, les Métis et les Inuits; les communautés noires et autres communautés racialisées; les communautés LGBTQ2S+; les femmes; les personnes en situation de handicap, y compris celles ayant une expérience vécue des défis en matière de santé mentale et d'usage de substances. Nous accueillons les candidatures de toutes origines. Merci à tous ceux qui postulent ; cependant, seuls les candidats sélectionnés pour un entretien seront contactés. Si vous avez besoin d'aménagements pendant le processus de candidature ou de recrutement, veuillez nous en informer.

About Us

Through its core values of Courage, Respect and Excellence, CAMH is implementing its Strategic Plan: Connected CAMH, to transform lives, ignite innovation and discovery, revolutionize education and drive social change. CAMH is more than a hospital, it is a cause. CAMH is on a mission to change the way society thinks about and responds to mental illness. They aim to eliminate prejudice and discrimination and shape a world where mental illness is central to our healthcare system – a world where Mental Health is Health. To learn more about CAMH, please visit their website at: www.camh.ca . To view our Land Acknowledgment, please click here.