Senior Machine Learning Systems Engineer (US)

We need to output HTML fragment with sections: h3 headings for sections present: About the role? The posting includes mission, company description, maybe "About the role" not explicit but we can treat "About the role" as a heading? The instruction: use

for section headings (e.g. About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule). Do NOT repeat the job title as a heading. We need to include sections only when posting has real specific content. So we need to parse content. We have: - Intro about company mission: could be "About the role" or maybe "About PointClickCare". The instruction says use headings like About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule. So we can use "About the role" for company overview and role context. - Travel to Office expectations: that's about travel expectations; maybe part of "Schedule"? Not exactly. Could be part of "Schedule" or "About the role". Since not a standard heading, maybe we incorporate into a paragraph under "About the role" or separate? The instruction says only use those headings; we can still have other headings? It says use

for section headings (e.g. About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule). It doesn't forbid other headings, but suggests those as examples. Safer to stick to those headings only. So we need to map content to those sections. Sections we have content for: - About the role: company mission, description, AI focus, etc. - Responsibilities: list of key responsibilities bullet points. - Requirements / Qualifications / Skills: we have "Qualifications & Skills" section with bullet points. Could split into Requirements (maybe mandatory) and Skills (preferred). But we can combine into one "Qualifications" section. - Benefits: "PointClickCare Benefits & Perks" list. - Pay: salary range mentioned. - Schedule: travel expectations maybe? Not exactly schedule but could be considered schedule expectations (travel to office). The posting includes travel expectations for remote/hybrid roles. That could be considered schedule. We'll include a Schedule section with that content. We must not include boilerplate like EEO, legal, application instructions, etc. Remove those. We must preserve all substantive information; do not invent or summarize away detail. So we need to keep details exactly as given, but we can rephrase? The instruction: "Preserve ALL substantive information; do NOT invent or summarize away detail." Means we should not omit details, but we can reformat. Likely we should keep the same wording but maybe adjust for HTML. We need to output only HTML fragment, no /, no markdown fences. Let's extract content. Company description paragraph: "At PointClickCare our mission is simple: to help providers deliver exceptional care. And that starts with our people. As a leading health tech company that’s founder-led and privately held, we empower our employees to push boundaries, innovate, and shape the future of healthcare. With the largest long-term and post-acute care dataset and a Marketplace of 400+ integrated partners, our platform serves over 30,000 provider organizations, making a real difference in millions of lives. We also reinvest a significant percentage of our revenue back into research and development, ensuring our employees have the resources to innovate and make a lasting impact. Recognized by Forbes as a top private cloud company and honored as one of Canada’s Most Admired Corporate Cultures, we offer flexibility, growth opportunities, and meaningful work. At PointClickCare, we empower our people to be the architects of a smarter healthcare future; one that is human-first and accelerated by AI to create meaningful and lasting change. Employees harness AI as a catalyst for creativity, productivity, and thoughtful decision-making. By integrating AI tools into our daily workflows, collaboration is enhanced, outcomes are improved, and every team member has the proficiency to maximize their impact. It all starts with our hiring practices where we uncover AI expertise that complements our mission, and we continue to invest in training and development to nurture innovation throughout the employee journey. Join us in redefining healthcare — so it doesn’t just survive, it thrives. To learn more about PointClickCare, check out Life at PointClickCare and connect with us on Glassdoor and LinkedIn." We may drop the last sentence about learning more (maybe considered boilerplate? It's not EEO but it's promotional; still substantive? Might be considered navigation? It's a call to action; maybe we keep? The instruction says remove cookie/navigation/legal/EEO/equal-opportunity/scam-warning boilerplate, duplicated lines, and application instructions. This is not those; it's just a link to learn more. Might be okay to keep. But we could drop as it's not essential to role. Safer to keep? It's not required. I'd keep it as part of About the role. Travel expectations paragraph: "Travel to Office expectations** For Remote Roles: If this role is remote, there will be in-office events that will require travel to and from the Mississauga and/or Salt Lake City office. These will include, but not limited to, onboarding, team events, semi-annual and annual team meetings. For Hybrid Roles: If this role is Hybrid, there will be an expectation to reside within commutable distance to the office/location specified in the job listing. This will include, but not limited to, weekly/bi-weekly/monthly events in the office with your specific team. This is a requirement for this role." We need to clean up formatting: there is a stray "**". We'll just output as text. Team Summary paragraph: "This team will serve as the product owner for the machine learning platform capabilities within PointClickCare, working closely with other engineering teams across the organization to identify, build and support traditional machine learning (ML) and hybrid ML/LLM solutions. This centralized team with deep specialization will closely integrate with key horizontal partners to ensure delivery of safe, scalable, and high-impact AI products." Job Summary paragraph: "The Senior Machine Learning Systems Engineer will work closely with the Product and Engineering teams to design, build, and operate the machine learning platform that enables teams across PointClickCare to develop, deploy, and scale ML solutions. The Senior AI Machine Learning Systems Engineer will also build and maintain the pipelines, tooling and infrastructure for model training, deployment, serving, and monitoring that underpin our AI products." Note duplication: "Senior Machine Learning Systems Engineer" and "Senior AI Machine Learning Systems Engineer". We'll keep both sentences. Key Responsibilities list: - Collaborate with product and engineering teams to translate ML needs into reliable, reusable platform capabilities. - Design and build scalable data and ML pipelines that support model training, evaluation, deployment, and serving. - Develop and maintain ML Ops tooling and workflows, including CI/CD for models, model registry, feature stores, and experiment tracking. - Ensure the reliability, observability, and performance of ML systems in production through monitoring, alerting, and automated remediation. - Implement comprehensive security mechanisms for the ML platform, including authentication, role-based access control, audit logging, and compliance monitoring. - Securely integrate the platform with existing systems, APIs, and data sources with secure communication protocols, and optimize infrastructure for cost, performance, and scale. - Mentor engineers on the teams and promote reusable platform patterns and best practices. Qualifications & Skills: - Expert level in Python and Java, and strong software engineering fundamentals. - Experience designing and building ML platforms and MLOps workflows, with familiarity with tools such as MLflow, Kubeflow, Ray, and model-serving frameworks. - Experience with cloud platforms (Primarily Azure, secondarily AWS and GCP) - Experience with ML runtime containerization, optimization, and orchestration (Docker, Kubernetes). - Preferred Bachelor’s degree or higher in Computer Science, Machine Learning, or a related field. - Working familiarity with Azure Machine Learning components and Databricks processing and serverless environments - Experience implementing security at scale including role-based access control, multi-factor authentication, network security best practices, and compliance monitoring. - Experience optimizing large model training and inference (including LLM serving) for performance and cost. Benefits & Perks list: - Benefits starting from Day 1! - Retirement Plan Matching - Flexible Paid Time Off - Wellness Support Programs and Resources - Parental & Caregiver Leaves - Fertility & Adoption Support - Continuous Development Support Program - Employee Assistance Program - Allyship and Inclusion Communities - Employee Recognition … and more! Pay: "At PointClickCare, base salary is one of the many components that make up our total rewards package. The US base salary range for this position is $174,000-$218, 000 (not overtime eligible) + bonus + benefits. Compensation is assessed individually and aligned to experience, skills, and market context. The posted range reflects typical expectations for this role" Note there is a typo: "$218, 000" with a space; we keep as is. Schedule: travel expectations as above. We should not include duplicated lines. Ensure we don't repeat the same sentences. Now produce HTML:

About the role

... (company description + maybe team summary + job summary? Actually team summary and job summary could be part of About the role or separate sections. But we have headings for Responsibilities etc. We could put team summary and job summary under About the role as prose. That seems fine. Thus About the role paragraph includes mission, company description, team summary, job summary, travel expectations? Travel expectations maybe schedule. Better to separate: About the role includes company mission and description; Responsibilities separate; Qualifications separate; Benefits separate; Pay separate; Schedule separate. Team summary and job summary could be part of About the role as they describe the role. We'll include them. Thus About the role will contain multiple paragraphs: mission description, team summary, job summary. We must not repeat content; ensure we include all. Let's craft:

At PointClickCare our mission is simple: to help providers deliver exceptional care. And that starts with our people. As a leading health tech company that’s founder-led and privately held, we empower our employees to push boundaries, innovate, and shape the future of healthcare. With the largest long-term and post-acute care dataset and a Marketplace of 400+ integrated partners, our platform serves over 30,000 provider organizations, making a real difference in millions of lives. We also reinvest a significant percentage of our revenue back into research and development, ensuring our employees have the resources to innovate and make a lasting impact. Recognized by Forbes as a top private cloud company and honored as one of Canada’s Most Admired Corporate Cultures, we offer flexibility, growth opportunities, and meaningful work. At PointClickCare, we empower our people to be the architects of a smarter healthcare future; one that is human-first and accelerated by AI to create meaningful and lasting change. Employees harness AI as a catalyst for creativity, productivity, and thoughtful decision-making. By integrating AI tools into our daily workflows, collaboration is enhanced, outcomes are improved, and every team member has the proficiency to maximize their impact. It all starts with our hiring practices where we uncover AI expertise that complements our mission, and we continue to invest in training and development to nurture innovation throughout the employee journey. Join us in redefining healthcare — so it doesn’t just survive, it thrives. To learn more about PointClickCare, check out Life at PointClickCare and connect with us on Glassdoor and LinkedIn.

This team will serve as the product owner for the machine learning platform capabilities within PointClickCare, working closely with other engineering teams across the organization to identify, build and support traditional machine learning (ML) and hybrid ML/LLM solutions. This centralized team with deep specialization will closely integrate with key horizontal partners to ensure delivery of safe, scalable, and high-impact AI products.

The Senior Machine Learning Systems Engineer will work closely with the Product and Engineering teams to design, build, and operate the machine learning platform that enables teams across Point