MLOps/Cloud Engineers

1 week ago

Central And Western District, Hong Kong SAR China VisionMatrix Technology Limited Full time
Responsibilities:

1. Infrastructure ManagementDesign scalable cloud infrastructureConfigure distributed computing resourcesOptimize GPU/compute allocationManage AWS services (SageMaker, EC2)Implement cost-effective training solutions

2. Training Pipeline DevelopmentCreate end-to-end ML workflowsImplement CI/CD for machine learningDevelop automated training scriptsDesign reproducible experiment frameworksManage model versioning and tracking

3. Cloud Infrastructure ConfigurationSet up Kubernetes clustersConfigure distributed training environmentsImplement auto-scaling mechanismsManage compute resource allocationDesign fault-tolerant architectures

4. Model Deployment StrategiesDevelop model serving infrastructureImplement inference optimizationCreate deployment pipelinesManage model versioningConfigure model monitoring systems

5. Performance OptimizationImplement distributed training techniquesOptimize computational efficiencyDevelop hardware acceleration strategiesManage resource utilizationImplement cost-effective training approachesRequirements for MLOps/Cloud Engineers:Bachelor's or master's degree in computer science, cloud computing, or a related engineering fieldTechnical Skills:Strong proficiency in containerization technologies (Kubernetes, Docker)Experience with Infrastructure as Code (Terraform, CloudFormation)Expertise in CI/CD pipeline design and implementationProficiency in programming languages like Python, Go, or Shell scriptingUnderstanding of machine learning model deployment and monitoringHands-on experience with AWS services (EC2, EKS, S3, ECS)Familiarity with cloud networking, security, and performance optimizationProfessional Qualities:Excellent problem-solving and communication skillsAbility to translate technical solutions into business valueCurious and analytical mindset with a passion for technological innovationStrong collaborative and learning capabilitiesPreferred Certifications:AWS Certified Solutions ArchitectAdditional Information

Job Level

Entry levelPublish Date

17/12/2024Job Ref. No.

VMHK20Job Function

Application DevelopmentElectrical / Electronic EngineeringNetwork / System AdminCompany Overview

As a Hong Kong based continuous innovator, VisionMatrix Technology focuses on accurate, affordable, fast and scalable video search solutions for both commercial clients and online users, to find out interested content such as people, behaviours, objects or celebrities among massive video data. By learning real world subjects' original 3D presentation and applying proprietary 3D imaging IP, VisionMatrix redefined video search in a 3D way and developed the most accurate video search engine. With this engine, VisionMatrix is providing professional search services to city management to empower security, providing cost effective customer analysis service for retail customers and providing home education, entertainment experiences for online users to maintain learning efficiency even under the pandemic of COV-19. With recent fundraising from a listed industry leading group, VisionMatrix maintains its pioneering innovation as the world's leading video search service provider and has financially backed ambitions to expand both R&D and business teams, to prepare for rapid growth in the coming years. The company has offices in Hong Kong Science Park, East Tsim Sha Tsui, Shenzhen, and will set up offices in Beijing, Singapore and Australia.

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