Manager, ML/AI Engineer, Data & AI
Role Overview
Toast is recruiting for a global professional services firm with more than 10,000 people across Canada.
The firm's AI team helps clients move machine learning and generative AI from proof of concept into secure, scalable production.
The Manager, ML/AI Engineer works directly with clients to architect AI solutions end to end and run them reliably in cloud and on-premises environments.
This is a full-time, hands-on role based in Toronto, Vancouver, or Calgary.
Key Skills for This Role
Full Job Posting
Job description
Toast is recruiting for a global professional services firm with more than 10,000 people across Canada.
The firm's AI team helps clients move machine learning and generative AI from proof of concept into secure, scalable production.
The Manager, ML/AI Engineer works directly with clients to architect AI solutions end to end and run them reliably in cloud and on-premises environments.
This is a full-time, hands-on role based in Toronto, Vancouver, or Calgary.
Responsibilities
- Work with client teams to identify business problems that AI and advanced analytics can solve.
- Translate client goals into complete ML/AI solution architectures, from data through deployment.
- Explore and prepare data and build models for forecasting, recommendations, classification, and anomaly detection.
- Design and refine generative-AI solutions on Azure, Google Cloud, and AWS AI platforms.
- Set up production ML pipelines with automated testing, version control, continuous deployment, and monitoring.
- Track model performance, identify drift, and plan retraining after launch.
- Work with data engineers to establish dependable, scalable data foundations for training and inference.
- Embed fairness, transparency, governance, and privacy safeguards in solutions.
- Lead and contribute to client workshops and presentations about AI strategy and implementation.
Requirements
- Degree in computer science, engineering, data science, mathematics, or a similar field.
- At least 5 years in machine learning, data science, or AI engineering, including production ML delivery.
- Advanced Python for analysis, modeling, and engineering.
- Hands-on experience with libraries or platforms such as PyTorch, TensorFlow, scikit-learn, Databricks, or Azure ML.
- Strong grounding in statistics, ML algorithms, feature engineering, and model evaluation.
- Experience building ML pipelines across preprocessing, training, validation, deployment, and monitoring.
- Working knowledge of MLOps, including experiment tracking, model versioning, CI/CD, and automated retraining.
- Experience deploying on Azure, AWS, or GCP and understanding cloud architecture and security.
- Direct LLM and generative-AI experience, such as prompt engineering or RAG.
- Client-facing confidence, clear communication to business audiences, and cross-disciplinary collaboration.
Preferred qualifications
- Spark or other distributed processing experience is a plus.
- Foundation-model fine-tuning is an asset.
- A cloud AI or ML certification from Azure, AWS, Google Cloud, or Databricks is a plus.
Compensation and benefits
- Base salary is CAD 101,000 to CAD 135,000, depending on location, skills, and experience; annual bonus awards may also be available.
- The role includes a full benefits package with health and wellness coverage.
Role highlights
The role offers exposure to production AI systems, responsible AI implementation, multiple major cloud platforms, and generative-AI tools.
The posting describes a manager-level seat with direct client access and a pathway toward senior leadership in AI consulting.
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