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Envision Technology Solutions

AWS SageMaker / Machine Learning Engineer

Toronto, ON, Canada

Contract

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Job details

Job type: Contract
Apply by: Nov 7, 2026
Experience: 8+ years of overall IT experience
Posting language: English
Posted: Oct 8, 2026

Original job description

Experience Required:

8+ years of overall IT experience

Strong hands-on experience with AWS cloud services

Experience implementing MLOps pipelines and ML lifecycle management

Strong Python development skills

Hands-on experience with SageMaker Pipelines, Model Registry, and Feature Store

Experience with CI/CD tools and cloud-native development practices

Top 3 Required Skills:

AWS SageMaker (Model Development, Training, Deployment, Monitoring)

AWS SageMaker Feature Store and Feature Engineering

MLOps and Python Development

Top 3 Preferred Skills:

AWS Bedrock / Generative AI

Terraform / CloudFormation

Kubernetes and Docker

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More about this job

Responsibilities

Develop, train, deploy, and monitor machine learning models using AWS SageMaker. Implement MLOps pipelines and manage the machine learning lifecycle, including feature engineering and use of SageMaker Pipelines, Model Registry, and Feature Store.

Requirements

Requires 8 or more years of overall IT experience, strong hands-on experience with AWS cloud services, and strong Python development skills. Candidates should have experience implementing MLOps pipelines and ML lifecycle management, with preferred experience in AWS Bedrock or generative AI, Terraform or CloudFormation, and Kubernetes and Docker.

Skills

AWS SageMaker
Machine Learning
MLOps
Python
SageMaker Pipelines
SageMaker Model Registry
SageMaker Feature Store
Feature Engineering
CI/CD
AWS Bedrock
Generative AI
Terraform
CloudFormation
Kubernetes
Docker

Visa sponsorship

Not detected in the job text

Keywords

AWS
AWS SageMaker
Machine Learning
MLOps
Python
SageMaker Pipelines
Model Registry
Feature Store
Feature Engineering
ML Lifecycle Management
Model Development
Model Training
Model Deployment
Model Monitoring
CI/CD
Cloud-Native Development
AWS Bedrock
Generative AI
Terraform
CloudFormation
Kubernetes
Docker

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