Senior ML Engineer

Overview

Torinit  Technologies Inc. is a Canadian-based digital consulting company. At Torinit, we don't just serve our clients; we work with them to create transformative digital journeys by leveraging the latest technologies and world-class best practices. Our goal is to create an environment of continuous learning and success for our team and our clients.

We are a fast-growing team of passionate problem-solvers and life-long learners who aren't afraid of tackling complex problems. We've got a talented team of skilled, friendly, and driven individuals spanning the globe (primarily based in Canada and India), now we're looking to add more world-class talent to our team.

Role Overview

We are seeking a  Machine Learning Engineer  with 3–5 years of experience to design, build, deploy, and optimize ML / AI solutions across a range of business problems. The ideal candidate understands the  full ML lifecycle —from data preprocessing and experimentation to deployment, monitoring, and continuous improvement.

The role requires strong  engineering fundamentals ,  modeling expertise , and practical knowledge of  MLOps , along with the ability to convert business use cases into scalable ML pipelines.

Key Responsibilities

1. Model Development & Experimentation

• Build, train, and evaluate machine learning models (classification, regression, clustering, NLP, deep learning).
• Develop custom models or adapt pre-trained models (transfer learning).
• Conduct feature engineering, feature selection, and data transformation.
• Perform hyperparameter tuning using tools like Optuna, Ray Tune, or built-in frameworks.
• Evaluate model performance using appropriate metrics (AUC, F1, MAE, BLEU, WER, etc.).

2. Data Engineering & Processing

3. ML Deployment & MLOps

4. LLM & GenAI (Preferred but not mandatory)

5. Cloud & Infrastructure

6. Software Engineering Best Practices

7. Cross-functional Collaboration

8. Monitoring, Observability & Optimization

Required Skills & Experience

Technical Skills

MLOps & Infrastructure

Soft Skills

Preferred Qualifications

Torinit’s Ethos

Our guiding principles are the cornerstone of our success, shaping a dynamic environment where innovation, quality, and continuous growth are not just valued; they're celebrated. As you consider joining our team, we invite you to explore the values that make us unique :

Equal Opportunity

We are a proud equal opportunity employer, dedicated to promoting diversity, equity, and inclusion in our hiring practices and workplace culture, ensuring that all qualified applicants receive consideration for employment without regard to race, color, religion, gender, gender identity or expression, sexual orientation, national origin, genetics, disability, age, or veteran status.