We are looking for a skilled Machine Learning Engineer to design, build, train, and deploy machine learning models into production environments. The ideal candidate has strong hands-on experience with Python-based ML frameworks, transformer models, and end-to-end ML pipelines, from data exploration to production deployment.
Key Responsibilities
- Design, develop, and train machine learning models using Python
- Build and fine-tune models using PyTorch and/or TensorFlow
- Work extensively with Hugging Face Transformers for NLP or related ML tasks
- Perform data exploration, analysis, and feature engineering using Python libraries (Pandas, NumPy, etc.)
- Write and optimize SQL queries for data extraction and manipulation
- Build and maintain data pipelines to support ML workflows
- Deploy machine learning models to QA and Production environments
- Monitor model performance and collaborate on improvements and retraining strategies
- Work closely with data engineers, software engineers, and product teams
Required Qualifications
- Strong experience in Python for machine learning
- Hands-on experience with PyTorch and/or TensorFlow (must-have)
- Proven experience using the Hugging Face Transformers library (must-have)
- Solid understanding of data exploration and manipulation using SQL and Python
- Experience building end-to-end ML pipelines
- Experience deploying ML models into production and QA environments
- Good understanding of ML model lifecycle and best practices
Nice to Have
- Exposure to large-scale or distributed ML systems
- Experience with Kubernetes (K8s) or containerized deployments
- Familiarity with cloud platforms (AWS, GCP, or Azure)
Key Skills
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- Posted
- Jan 05, 2026
- Type
- Contract
- Level
- Mid-Senior
- Location
- Canada
- Company
- Flexton Inc.
Industries
Categories
Related Jobs
3 roles aligned with this opportunity
Senior Machine Learning Engineer
2026-05-25
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