Overview
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)
Seniority level
Mid-Senior level
Employment type
Contract
Job function
Information Technology
Industries
Retail
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Machine Learning Engineer • Toronto, Canada