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Added 1 hour ago
SC
Conventional Signalling Director
SYSTRA Canada
Toronto, ON
- Full-time
Provide senior oversight of safety, quality, risk, and performance
Added 1 hour ago
T
Senior QA Engineer- ETL & API
Teqfocus
Toronto, ON
- Contract
We are seeking a hands-on Senior QA Engineer with strong functional and automated API testing capabilities, coupled with expertise in data validation, ETL processes, and Master Data…
Added 2 hours ago
F
Senior Machine Learning Engineer
Fusemachines
Remote, Canada
- Contract
- Remote
We’re hiring a Senior Machine Learning Engineer to architect, build, and deploy high-performance machine learning systems that power technology stack. You will work across the entire ML…
Added 4 hours ago
MS
Senior Engineer II, Proxy
Menlo Security
Remote, Canada
- Full-time
- Remote
We're hiring a senior engineer to join the team that owns the ingress proxy service. The proxy is the primary path into the product for most users. As AI adoption grows, our customers want…
Added 4 hours ago
CT
Lead/Senior Data Engineer
Celebal Technologies
Ottawa, ON
- Contract
Our client is seeking an experienced, hands-on Senior Data Engineer to help build and scale the enterprise data foundation supporting Analytics, AI, and self-service decision-making across…
Added 5 hours ago
EN
Principal Wireless SW Engineer
Extreme Networks
Toronto, ON
- Full-time
The Principal Wireless Software Engineer is a senior technical leader responsible for resolving the most complex and business-critical customer issues escalated through the Global Technical…
Added 6 hours ago
B
Software Engineer - Model Performance Systems
Baseten
Montreal, QC
- $165,000 to $330,000 USD / year
- Full-time
This is a mid-senior, high leverage role. We care about your technical depth, strong communication skills to drive cross-team efforts, ability to navigate vague requirements and mentor…
Added 6 hours ago
B
Software Engineer - Model Performance Systems
Baseten
Toronto, ON
- $165,000 to $330,000 USD / year
- Full-time
This is a mid-senior, high leverage role. We care about your technical depth, strong communication skills to drive cross-team efforts, ability to navigate vague requirements and mentor…
Added 6 hours ago
MS
Senior Engineer II, Proxy
Menlo Security Inc.
Canada
- Full-time
We're hiring a senior engineer to join the team that owns the ingress proxy service. The proxy is the primary path into the product for most users. As AI adoption grows, our customers want…
Added 7 hours ago
C
Application Programmer
Collabera
Mississauga, ON
- $70 to $80 USD / hour
- Full-time
We are seeking an experienced Senior Forward Deployed Engineer (FDE) with strong expertise in Java, Python, backend/full-stack development, and solution architecture. The ideal candidate…
Added 7 hours ago
GC
Geotechnical Engineer or Engineer-in-Training
Glencore Canada
Elkford, BC
- $91,300 to $126,800 CAD / year
- Full-time
Reporting to the Geotechnical Senior Engineering Supervisor, the Geotechnical Engineer or Engineer-in-Training (EIT) is responsible for pit and spoil slope stability.
Added 8 hours ago
W
Mechanical Engineer Level I
Worley
Calgary, AB · Edmonton, AB
- Full-time
We are currently seeking a Senior Metallurgical Engineer to join our Canada West Engineering team in either Calgary, Alberta or Edmonton, Alberta. This role is a senior technical authority…
Added 8 hours ago
S
Senior Opto-Mechanical Design Engineer
Sanmina
Ottawa, ON
- Full-time
The Senior Opto-Mechanical Design Engineer, as part of the larger product solutions development team, provides mechanical design support of product development, NPI, and manufacturing of a…
Added 8 hours ago
W
Senior Structural Engineer
WalterFedy
Calgary, AB
- Full-time
Are you a seasoned structural engineer ready to take on complex challenges and lead impactful projects across our building sectors? We’re looking for a Senior Structural Engineer to join…
Added 8 hours ago
Senior Software Engineer - Networking
Tigera
Vancouver, BC
Added 9 hours ago
W
Mechanical Engineer Level II
Worley
Vancouver, BC
- Full-time
Worley is currently looking to fill an Intermediate Mechanical Engineer / Project Manager position to provide mechanical engineering and project management services within the Mechanical…
Added 9 hours ago
SF
Senior Site Reliability Engineer
Safe Fleet
Coquitlam, BC
- Full-time
The Senior Site Reliability Engineer owns reliability, resilience and operational health across SafeFleet’s cloud-native product ecosystem. This is a hands-on engineering role with…
Added 9 hours ago
W
Software Engineer - C++ / Python / Android / Java L1
Wipro
Ottawa, ON
- Full-time
…vehicle technologies. Career progression may include Software Engineer, Senior Software Engineer, Technical Lead, and Software Architect roles, based on performance and…
Added 9 hours ago
X
Senior Software Engineer
Xsolla
Canada
- Full-time
For the Senior Software Engineer, we will conduct a background check that may include the following.
Added 9 hours ago
UC
AI Developer
UniSysTech Consulting
Toronto, ON · Greater Toronto and Hamilton Area, ON
- Other
We are seeking an experienced AI Developer (Mid to Senior Level) to lead the design, development, and deployment of enterprise-grade Artificial Intelligence and Machine Learning solutions.…
Added 9 hours ago
Q
Verification Engineer (Engineer–Senior Level)
Qualcomm
Toronto, ON
- Full-time
…create a smarter, connected future for all. As a Qualcomm ASIC Engineer, you will define, model, design (digital and/or analog), optimize, verify, validate, implement, and document IP…
Added 9 hours ago
M
Senior CyberArk Security Engineer
Manulife
Toronto, ON · Waterloo, ON
- Full-time
We are looking for an experienced Senior CyberArk Security Engineer to join our global Privileged Access Management (PAM) Engineering team and help strengthen the security, automation,…
Added 9 hours ago
A
Gen AI Engineer (Python,RAG, LangChain, LangSmith)
Apptad
Montreal, QC
- Full-time
We are looking for a Senior AI/ML Engineer with expertise in Retrieval-Augmented Generation (RAG), vector databases, multimodal AI, and prompt engineering. The candidate will be responsible…
Added 9 hours ago
IC
Software Engineer in Test
IT Connex
Toronto, ON · Greater Toronto Area, Canada
- Contract
Added 9 hours ago
SF
Senior AI Engineer
Safe Fleet
Coquitlam, BC
- Full-time
We are looking for a hands-on Senior AI Engineer to build the platform that makes that possible - the shared services, agent framework, standards and tooling that allow every engineer on…

Envision Technology Solutions

Senior AI/ML Engineer

Canada

Contract

Apply About employer

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Job details

Job type: Contract
Experience: Minimum 10+ years of software, data, ML, or AI engineering experience, including hands-on experience with production ML solutions.
Posting language: English
Posted: Oct 29, 2026

Original job description

Role Overview

The Senior AI/ML Platform Engineer will build, productionize, and operate AI/ML solutions on Azure Databricks platform.
The role will partner closely with Data Scientists and technology teams to move Machine Learning and Generative AI solutions from experimentation into reliable, scalable, and supportable production workloads.
The primary focus is MLOps, model deployment and serving, production engineering, monitoring, and reusable AI/ML platform capabilities.

Key Responsibilities

AI/ML Engineering & Productionisation

Partner with Data Scientists to productionize Machine Learning and Generative AI solutions.
Build batch scoring, real-time inference, feature-engineering, and model-serving pipelines.
Implement model lifecycle management including deployment, versioning, promotion, rollback, and retraining.
Develop APIs and integration patterns that allow models to be consumed by applications and business workflows.
Build the data and feature pipelines specifically required to support model training and inference.

MLOps & Platform Engineering

Build and maintain reusable AI/ML deployment patterns using Azure Databricks, MLflow, Unity Catalog, Databricks Asset Bundles, and CI/CD.
Automate model testing, deployment, and environment promotion across DEV, UAT, and PROD.
Develop reusable templates and components that reduce one-off engineering across AMIG AI/ML initiatives.
Support platform/runtime upgrades and continuously improve deployment and operational practices.

GenAI Engineering

Productionize Generative AI solutions including RAG, semantic retrieval, knowledge-grounded applications, and agentic workflows where required.
Integrate applications with approved enterprise LLM/model-access capabilities.
Implement prompt, retrieval, grounding, and evaluation patterns.
Apply appropriate LLM orchestration frameworks when needed without introducing unnecessary project-specific technology stacks.

Production Operations & Monitoring

Implement monitoring for model performance, drift, data quality, inference services, and production workloads.
Troubleshoot model scoring, data, endpoint, performance, and production issues.
Support retraining, runtime/library upgrades, dependency management, and technical remediation.
Develop runbooks and operational procedures and support the transition of new AI/ML solutions into production support.
Optimize model-serving and Databricks workloads for reliability, performance, and cost.

Required Qualifications

Minimum 10+ years of software, data, ML, or AI engineering experience, including hands-on experience with production ML solutions.
Strong Python and SQL skills.
Strong hands-on experience with Azure Databricks and Apache Spark.
Experience with ML flow, model deployment, model lifecycle management, and CI/CD.
Experience building batch and/or real-time inference pipelines.
Experience with feature engineering and production ML architectures.
Experience with Unity Catalog, Databricks Asset Bundles, Model Serving, and Databricks Apps.
Experience integrating models with enterprise applications.
Experience productionizing GenAI or RAG solutions.
Understanding of production monitoring, troubleshooting, automated testing, and DevOps practices.
Working knowledge of Generative AI, LLMs, RAG, embeddings, semantic/vector retrieval, and prompt engineering.
Ability to work with Data Scientists and translate experimental models into production-ready solutions.

Preferred Qualifications

Familiarity with enterprise LLM/model-access platforms and Azure AI services.
Familiarity with LLM orchestration frameworks such as LangGraph, Semantic Kernel, or equivalent.
Experience with AI/ML observability and model evaluation.
Experience in insurance, financial services, or another regulated industry.

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More about this job

Responsibilities

Productionize and operate machine learning and generative AI solutions on Azure Databricks, including batch and real-time inference, model serving, lifecycle management, and reusable MLOps deployment patterns. Monitor and troubleshoot production workloads, improve reliability and cost efficiency, and support the transition of AI/ML solutions into production operations.

Requirements

Requires 10+ years of software, data, ML, or AI engineering experience, strong Python and SQL skills, and hands-on experience with Azure Databricks, Apache Spark, production ML, MLOps, and CI/CD. Candidates should also have experience productionizing GenAI or RAG solutions, integrating models with enterprise applications, and monitoring and troubleshooting production systems.

Skills

Python
SQL
Azure Databricks
Apache Spark
MLOps
MLflow
Unity Catalog
Databricks Asset Bundles
Model Serving
CI/CD
Feature Engineering
Machine Learning
Generative AI
RAG
Model Monitoring
Azure AI Services

Visa sponsorship

Not detected in the job text

Keywords

Azure Databricks
Apache Spark
Python
SQL
MLOps
MLflow
Unity Catalog
Databricks Asset Bundles
Databricks Apps
Model Serving
CI/CD
Machine Learning
Generative AI
Large Language Models
RAG
Embeddings
Semantic Retrieval
Vector Retrieval
Prompt Engineering
Feature Engineering
Batch Scoring
Real-Time Inference
Model Lifecycle Management
Model Monitoring
Model Evaluation
Azure AI Services
LangGraph
Semantic Kernel
DevOps
Regulated Industries

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