Mlops/cloud engineers

3 weeks ago

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

Responsibilities:1. Infrastructure Management Design scalable cloud infrastructure Configure distributed computing resources Optimize GPU/compute allocation Manage AWS services (Sage Maker, EC2)Implement cost-effective training solutions2. Training Pipeline Development Create end-to-end ML workflows Implement CI/CD for machine learning Develop automated training scripts Design reproducible experiment frameworks Manage model versioning and tracking3. Cloud Infrastructure Configuration Set up Kubernetes clusters Configure distributed training environments Implement auto-scaling mechanisms Manage compute resource allocation Design fault-tolerant architectures4. Model Deployment Strategies Develop model serving infrastructure Implement inference optimization Create deployment pipelines Manage model versioning Configure model monitoring systems5. Performance Optimization Implement distributed training techniques Optimize computational efficiency Develop hardware acceleration strategies Manage resource utilization Implement cost-effective training approaches Requirements for MLOps/Cloud Engineers: Bachelor's or master's degree in computer science, cloud computing, or a related engineering field Technical Skills: Strong proficiency in containerization technologies (Kubernetes, Docker)Experience with Infrastructure as Code (Terraform, Cloud Formation)Expertise in CI/CD pipeline design and implementation Proficiency in programming languages like Python, Go, or Shell scripting Understanding of machine learning model deployment and monitoring Hands-on experience with AWS services (EC2, EKS, S3, ECS)Familiarity with cloud networking, security, and performance optimization Professional Qualities: Excellent problem-solving and communication skills Ability to translate technical solutions into business value Curious and analytical mindset with a passion for technological innovation Strong collaborative and learning capabilities Preferred Certifications: AWS Certified Solutions Architect Additional Information Job Level Entry level Publish Date17/12/2024 Job Ref. No. VMHK20 Job Function Application Development Electrical / Electronic Engineering Network / System Admin Company Overview As a Hong Kong based continuous innovator, Vision Matrix 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 3 D presentation and applying proprietary 3 D imaging IP, Vision Matrix redefined video search in a 3 D way and developed the most accurate video search engine. With this engine, Vision Matrix 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, Vision Matrix 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.#J-18808-Ljbffr

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