Data Scientist & ML Engineer: Build Production ML

Identity Digital Inc.; Toronto; On-site; CAD 87,000 - 114,000; Full time

Job summary

Identity Digital Inc. is seeking a Data Scientist and Machine Learning Engineer to translate business problems into data, modeling, and ML solutions, and deploy and manage models in production. You will work across analytics and engineering to derive insights and build scalable ML pipelines.

The role reports to the Director of Business Intelligence and requires collaboration with cross‑functional teams, strong Python/SQL, and knowledge of modern MLOps. Domestic travel may be required.

Qualifications

• 3+ years of experience in developing, deploying, and monitoring production data / ML pipelines.
• Bachelor's Degree in Mathematics, Computer Science, Data Science, Engineering or other quantitative field is required; Advanced degree (Masters or PhD) in AI/ML preferred.
• Deep technical knowledge in anomaly detection, time-series analysis, data processing, causal inference, reinforcement learning, embeddings/LLMs, and modern MLOps/LLMOps.

Responsibilities

• Translate complex business problems into data, modeling, and machine-learning solutions.
• Collect, clean, transform, and validate data for analysis and model development.
• Explore data to identify patterns, trends, anomalies, and actionable insights.
• Design, train, evaluate, and refine predictive or optimization models.
• Build reproducible data and machine-learning pipelines.
• Deploy models for batch or real-time inference.
• Develop and maintain infrastructure for reliable model serving.
• Monitor model performance, data quality, drift, latency, and operational health.
• Communicate findings and collaborate with stakeholders, engineers, and domain experts.

Skills

Python

SQL

Shell scripting

Education

Bachelor's Degree in Mathematics, Computer Science, Data Science, Engineering or other quantitative field

Tools

Airflow

Argo Workflows

BigQuery

Databricks

Snowflake

AWS

GCP

Git

Kubernetes

MLFlow

Pandas

Polars

PyTorch

TensorFlow

SHAP

Job description

Identity Digital Inc. is seeking a Data Scientist and Machine Learning Engineer to translate business problems into data, modeling, and ML solutions, and deploy and manage models in production. You will work across analytics and engineering to derive insights and build scalable ML pipelines.

The role reports to the Director of Business Intelligence and requires collaboration with cross‑functional teams, strong Python/SQL, and knowledge of modern MLOps. Domestic travel may be required.