Bree
Machine Learning Engineer
Canada, Remote. Posted 7 months ago
The role
You will design, develop, and deploy end-to-end machine learning pipelines. You will implement MLOps best practices and optimize ML models using various techniques.
What you will do
- Design, develop, and deploy end-to-end machine learning pipelines.
- Implement MLOps best practices including CI/CD, model versioning, monitoring, and retraining.
- Optimize ML models using feature engineering, hyperparameter tuning, and scalable inference techniques.
- Work with structured and unstructured data using Pandas, NumPy, and SQL.
- Apply machine learning design patterns to build modular, reusable, and production-ready models.
- Collaborate with data engineers to develop high-performance data pipelines.
- Deploy and manage models on cloud platforms with containerization and orchestration tools.
- Maintain model performance by implementing continuous monitoring, bias detection, and explainability techniques.
Required qualifications
- Proficiency in Python and familiarity with ML libraries like Scikit-learn, LightGBM, and PyTorch.
- Strong understanding of machine learning algorithms, including supervised and unsupervised learning techniques.
- Experience with MLOps tools such as MLflow, Kubeflow, or SageMaker.
- Hands-on experience with data manipulation libraries (Pandas, NumPy) and databases (SQL, NoSQL).
- Knowledge of cloud-based ML deployment and infrastructure management.
- Ability to implement real-time and batch inference pipelines efficiently.
- Strong analytical and problem-solving skills.
Benefits
- Top Of The Market Compensation For Top Performers
- Comprehensive Health, Dental, And Vision Benefits Plan
- $1,500 One-Time Setup + $500/Year Annual Learning & Home-Office Stipend
- $1,500 Annual Wellness Stipend
- Free Lunch Provided In Office Daily + $250/Month Stipend For Your WFH Days
- Fully Remote In The Winter
- $150/Month Commuter Benefits
- Parental Leave
- 20 Annual PTO Days + Unlimited Sick Days
- Annual Company Retreat
- In-Office Amenities
About the company
Bree is a consumer finance platform building financial services for Canadians. They were part of Y Combinator (Summer 2021).