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ML Engineer
JOB SUMMARY
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Thank you for your interest in joining Solventum. Solventum is a new healthcare company with a long legacy of solving big challenges that improve lives and help healthcare professionals perform at their best. At Solventum, people are at the heart of every innovation we pursue. Guided by empathy, insight, and clinical intelligence, we collaborate with the best minds in healthcare to address our customers’ toughest challenges. While we continue updating the Solventum Careers Page and applicant materials, some documents may still reflect legacy branding. Please note that all listed roles are Solventum positions, and our Privacy Policy: https://www. solventum. com/en-us/home/legal/website-privacy-statement/applicant-privacy/ applies to any personal information you submit.
As it was with 3M, at Solventum all qualified applicants will receive consideration for employment without regard to their race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or status as a protected veteran. Job Description:ML Engineer3M Health Care is now SolventumAt Solventum, we enable better, smarter, safer healthcare to improve lives.
As a new company with a long legacy of creating breakthrough solutions for our customers’ toughest challenges, we pioneer game-changing innovations at the intersection of health, material and data science that change patients' lives for the better while enabling healthcare professionals to perform at their best. Because people, and their wellbeing, are at the heart of every scientific advancement we pursue.
We partner closely with the brightest minds in healthcare to ensure that every solution we create melds the latest technology with compassion and empathy. Because at Solventum, we never stop solving for you.
The Impact You’ll Make in this RoleAs an ML Engineer, you will be responsible for building and maintaining the pipelines that power AI in our Healthcare Information Systems (HIS).
We are looking for a practical, detail-oriented engineer who is passionate about MLOps, data reliability, and production stability.
In this role, you won’t just be building models; you will be ensuring those models work reliably in the real world.
You will help bridge the gap between data science and software engineering by implementing automated workflows, managing cloud infrastructure, and ensuring our AI services are secure and scalable. Key Responsibilities
1. MLOps DeploymentPipeline Development: Build and maintain CI/CD pipelines for machine learning, focusing on automated testing, model deployment, and version control (using tools like MLflow or Git). Model Serving: Deploy ML models as scalable APIs and microservices, ensuring they meet performance and latency
requirements
for clinical use. Monitoring: Implement basic monitoring tools to track model performance, data drift, and system health in production.
2. Data Engineering IntegrationData Pipelines: Develop and optimize ETL processes to transform healthcare data (FHIR, HL7) into clean, usable datasets for model training and inference. Feature Management: Help build and maintain feature stores and data layers that ensure consistency between training and production environments. System Integration: Work closely with backend teams to integrate ML outputs into our core healthcare applications.
3. Engineering Best PracticesCode Quality: Write clean, maintainable, and well-documented Python code. Participate in code reviews to ensure system reliability. Containerization: Use Docker and Kubernetes to package and orchestrate ML workloads across different environments. Security Compliance: Follow established protocols to ensure all data handling and deployments meet HIPAA and HITRUST security standards.
Your Skills and Expertise To set you up for success in this role from day one, Solventum requires (at a minimum) the following
qualifications
:Bachelor’s or Master’s degree in Computer Science, Software Engineering, Data Engineering, or a related field. 3–5 years of professional experience in software engineering or data engineering, with at least 2 years focused on machine learning production environments. ANDProgramming: Strong proficiency in Python and familiarity with SQL. Knowledge of a compiled language (like Go or Java) is a plus. Cloud Infrastructure: Hands-on experience with at least one major cloud provider (AWS, Azure, or GCP) and containerization (Docker). ML Tools: Familiarity with ML libraries (PyTorch or Scikit-learn) and MLOps tools (like Airflow, Prefect, BentoML, or Kubeflow). Data Tools: Experience with data processing frameworks (like Pandas, Spark, or dbt). Additional
qualifications
that could help you succeed even further in this role include:Familiarity with deploying Large Language Models (LLMs) or using frameworks like LangChain. Experience working in a regulated environment (Healthcare, Finance, etc. ). Understanding of API design and microservices architecture. Work
location
: Remote Travel: May include up to 10% domesticMust be legally authorized to work in country of employment without sponsorship for employment visa status (e. g. , H1B status). Supporting Your Well-beingSolventum offers many programs to help you live your best life – both physically and financially. To ensure competitive pay and
benefits
, Solventum regularly benchmarks with other companies that are comparable in size and scope. Onboarding Requirement: To improve the onboarding experience, you will have an opportunity to meet with your manager and other new employees as part of the Solventum new employee orientation.
As a result, new employees hired for this position will be required to travel to a designated company
location
for on-site onboarding during their initial days of employment. Travel arrangements and related expenses will be coordinated and paid for by the company in accordance with its travel policy. Applies to new hires with a start date of October 1st 2025 or later.
Responsibilities:
of this position include that corporate policies, procedures and security standards are complied with while performing assigned duties. Solventum is committed to maintaining the highest standards of integrity and professionalism in our recruitment process. Applicants must remain alert to fraudulent job postings and recruitment schemes that falsely claim to represent Solventum and seek to exploit job seekers. Please note that all email communications from Solventum regarding job opportunities with the company will be from an email with a domain of @solventum. com. Be wary of unsolicited emails or messages regarding Solventum job opportunities from emails with other email domains. Please note, Solventum does not expect candidates in this position to perform work in the unincorporated areas of Los Angeles County. Solventum is an equal opportunity employer. Solventum will not discriminate against any applicant for employment on the basis of race, color, religion, sex, sexual orientation, gender identity, national origin, age, disability, or veteran status. Please note: your application may not be considered if you do not provide your education and work history, either by: 1) uploading a resume, or 2) entering the information into the application fields directly. Solventum Global Terms of Use and Privacy StatementCarefully read these Terms of Use before using this website.
Your access to and use of this website and application for a job at Solventum are conditioned on your acceptance and compliance with these terms. Please access the linked document by clicking here. Before submitting your application you will be asked to confirm your agreement with theterms.
As it was with 3M, at Solventum all qualified applicants will receive consideration for employment without regard to their race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or status as a protected veteran. Job Description:ML Engineer3M Health Care is now SolventumAt Solventum, we enable better, smarter, safer healthcare to improve lives.
As a new company with a long legacy of creating breakthrough solutions for our customers’ toughest challenges, we pioneer game-changing innovations at the intersection of health, material and data science that change patients' lives for the better while enabling healthcare professionals to perform at their best. Because people, and their wellbeing, are at the heart of every scientific advancement we pursue.
We partner closely with the brightest minds in healthcare to ensure that every solution we create melds the latest technology with compassion and empathy. Because at Solventum, we never stop solving for you.
The Impact You’ll Make in this RoleAs an ML Engineer, you will be responsible for building and maintaining the pipelines that power AI in our Healthcare Information Systems (HIS).
We are looking for a practical, detail-oriented engineer who is passionate about MLOps, data reliability, and production stability.
In this role, you won’t just be building models; you will be ensuring those models work reliably in the real world.
You will help bridge the gap between data science and software engineering by implementing automated workflows, managing cloud infrastructure, and ensuring our AI services are secure and scalable. Key Responsibilities
1. MLOps DeploymentPipeline Development: Build and maintain CI/CD pipelines for machine learning, focusing on automated testing, model deployment, and version control (using tools like MLflow or Git). Model Serving: Deploy ML models as scalable APIs and microservices, ensuring they meet performance and latency
requirements
for clinical use. Monitoring: Implement basic monitoring tools to track model performance, data drift, and system health in production.
2. Data Engineering IntegrationData Pipelines: Develop and optimize ETL processes to transform healthcare data (FHIR, HL7) into clean, usable datasets for model training and inference. Feature Management: Help build and maintain feature stores and data layers that ensure consistency between training and production environments. System Integration: Work closely with backend teams to integrate ML outputs into our core healthcare applications.
3. Engineering Best PracticesCode Quality: Write clean, maintainable, and well-documented Python code. Participate in code reviews to ensure system reliability. Containerization: Use Docker and Kubernetes to package and orchestrate ML workloads across different environments. Security Compliance: Follow established protocols to ensure all data handling and deployments meet HIPAA and HITRUST security standards.
Your Skills and Expertise To set you up for success in this role from day one, Solventum requires (at a minimum) the following
qualifications
:Bachelor’s or Master’s degree in Computer Science, Software Engineering, Data Engineering, or a related field. 3–5 years of professional experience in software engineering or data engineering, with at least 2 years focused on machine learning production environments. ANDProgramming: Strong proficiency in Python and familiarity with SQL. Knowledge of a compiled language (like Go or Java) is a plus. Cloud Infrastructure: Hands-on experience with at least one major cloud provider (AWS, Azure, or GCP) and containerization (Docker). ML Tools: Familiarity with ML libraries (PyTorch or Scikit-learn) and MLOps tools (like Airflow, Prefect, BentoML, or Kubeflow). Data Tools: Experience with data processing frameworks (like Pandas, Spark, or dbt). Additional
qualifications
that could help you succeed even further in this role include:Familiarity with deploying Large Language Models (LLMs) or using frameworks like LangChain. Experience working in a regulated environment (Healthcare, Finance, etc. ). Understanding of API design and microservices architecture. Work
location
: Remote Travel: May include up to 10% domesticMust be legally authorized to work in country of employment without sponsorship for employment visa status (e. g. , H1B status). Supporting Your Well-beingSolventum offers many programs to help you live your best life – both physically and financially. To ensure competitive pay and
benefits
, Solventum regularly benchmarks with other companies that are comparable in size and scope. Onboarding Requirement: To improve the onboarding experience, you will have an opportunity to meet with your manager and other new employees as part of the Solventum new employee orientation.
As a result, new employees hired for this position will be required to travel to a designated company
location
for on-site onboarding during their initial days of employment. Travel arrangements and related expenses will be coordinated and paid for by the company in accordance with its travel policy. Applies to new hires with a start date of October 1st 2025 or later.
Responsibilities:
of this position include that corporate policies, procedures and security standards are complied with while performing assigned duties. Solventum is committed to maintaining the highest standards of integrity and professionalism in our recruitment process. Applicants must remain alert to fraudulent job postings and recruitment schemes that falsely claim to represent Solventum and seek to exploit job seekers. Please note that all email communications from Solventum regarding job opportunities with the company will be from an email with a domain of @solventum. com. Be wary of unsolicited emails or messages regarding Solventum job opportunities from emails with other email domains. Please note, Solventum does not expect candidates in this position to perform work in the unincorporated areas of Los Angeles County. Solventum is an equal opportunity employer. Solventum will not discriminate against any applicant for employment on the basis of race, color, religion, sex, sexual orientation, gender identity, national origin, age, disability, or veteran status. Please note: your application may not be considered if you do not provide your education and work history, either by: 1) uploading a resume, or 2) entering the information into the application fields directly. Solventum Global Terms of Use and Privacy StatementCarefully read these Terms of Use before using this website.
Your access to and use of this website and application for a job at Solventum are conditioned on your acceptance and compliance with these terms. Please access the linked document by clicking here. Before submitting your application you will be asked to confirm your agreement with theterms.
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