Fortune Brands Innovations · 2 days ago
Machine Learning Engineer
Deerfield, IL
Full-time
Hybrid
Mid Level
$105K/yr - $165K/yr
3+ years expFortune Brands Innovations, Inc. is an industry-leading home, security and digital products company. They are seeking a talented Machine Learning Engineer to develop, maintain, and enhance machine learning models, with a focus on computer vision and deep learning.
Consumer GoodsSecurity
Responsibilities
Develop and enhance TensorFlow-based image classification models
Design and implement training pipelines for model iteration and improvement
Analyze model performance and implement techniques to improve accuracy and reduce false positives
Maintain and optimize existing ML inference services deployed in Kubernetes
Collaborate with Engineers to ensure seamless integration between machine learning components and API services
Monitor model performance in production and implement strategies to handle data drift
Work with labeled datasets from the review interface to improve model quality
Develop data preprocessing pipelines for image normalization and augmentation
Implement feedback loops utilizing corrections from subject matter experts and metrics
Research state-of-the-art computer vision techniques applicable to image recognition
Evaluate new approaches for improving identification accuracy and processing efficiency
Prototype and implement new features leveraging machine learning capabilities
Work with full-stack engineers to integrate ML components into the broader application
Partner with subject matter experts to understand domain-specific challenges
Document ML approaches, model versions, and performance metrics
Qualification
Required
Master's or Bachelor's degree in Computer Science, Machine Learning, or related field
3+ years of experience in developing and deploying machine learning models
Experience building and maintaining web-enabled AI solutions including front-end and back-end development hosted in the Azure
Strong background in computer vision and image classification
Proficiency in Python and machine learning frameworks (TensorFlow required, ONNX or PyTorch a plus)
Experience with containerized ML deployments (Docker, Kubernetes)
Familiarity with REST APIs and microservices architectures
Knowledge of image processing techniques and computer vision algorithms
Understanding of ML model versioning, monitoring, and maintenance
Preferred
Experience with image recognition or similar identification systems
Background in developing systems that incorporate human feedback for model improvement
Familiarity with SQL or similar databases for storing model outputs and metadata
Experience with CI/CD pipelines for ML model deployment
REACT development skills are a nice to have
Experience developing AI agents and MCP Servers
Benefits
Robust health plans
A market-leading 401(k) program with a company contribution
Product discounts
Flexible time off benefits
Adoption benefits
Numerous ERGs (Employee Resource Groups) to foster a sense of belonging for all associates.
Company
Fortune Brands Innovations
Fortune Brands Innovations is an industry-leading home, security and digital products company.
10001+ employees
H1B Sponsorship
Fortune Brands Innovations has a track record of offering H1B sponsorships. Please note that this does not
guarantee sponsorship for this specific role. Below presents additional info for your
reference. (Data Powered by US Department of Labor)
Distribution of Different Job Fields Receiving Sponsorship
Represents job field similar to this job
Trends of Total Sponsorships
2022 (2)
Funding
Current Stage
Public CompanyTotal Funding
$900M2022-03-28Post Ipo Debt· $900M
2011-10-04IPO
Leadership Team
Todd R. Teter
Senior Vice President and General Manager Global Plumbing Group House of Rohl
Recent News
2025-10-31
2025-07-21
Company data provided by crunchbase