MLOps Engineer

Posted 8 Days Ago
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Singapore
Mid level
Artificial Intelligence • Software
The Role
The MLOps Engineer will drive the deployment, monitoring, and optimization of ML models, manage cloud infrastructure, and collaborate with data teams.
Summary Generated by Built In

About the Role:


We are seeking a passionate MLOps Engineer to join our team and drive the deployment, monitoring, and optimization of machine learning models in production. This role will be key in ensuring the reliability, scalability, and efficiency of our ML infrastructure while supporting the development and release of AI-driven solutions. If you have a strong background in cloud technologies, automation, and ML model deployment, this is an excellent opportunity to work on cutting-edge AI applications.

Key Responsibilities

  • Design, build, and maintain scalable ML model deployment pipelines for real-time and batch inference.
  • Manage and optimize cloud-based ML infrastructure, ensuring high availability and cost efficiency.
  • Implement monitoring, logging, and alerting systems for ML models in production to track performance, data drift, and anomalies.
  • Automate model training, evaluation, and deployment processes using CI/CD pipelines.
  • Ensure compliance with MLOps best practices, including model versioning, reproducibility, and governance.
  • Collaborate with data scientists, ML engineers, and software developers to streamline the transition of models from development to production.
  • Optimize model serving infrastructure using Kubernetes, Docker, and serverless technologies.
  • Improve data pipelines for feature engineering, data preprocessing, and real-time data streaming.
  • Research and implement tools for scalable AI development, such as Retrieval-Augmented Generation (RAG) and agent-based applications.

Qualifications

  • Hands-on experience with MLOps platforms (e.g., MLflow, Kubeflow, TFX, SageMaker).
  • Strong expertise in cloud services (AWS, GCP, Azure and other Clouds).
  • Proficiency in containerization (Docker, Kubernetes) and infrastructure as code (Terraform, CloudFormation).
  • Experience in building CI/CD pipelines for machine learning models.
  • Solid programming skills in Python, Go, or Shell scripting for automation.
  • Familiarity with data versioning and model monitoring tools (DVC, Evidently AI, Prometheus, Grafana).
  • Understanding of feature stores and efficient data management for ML workflows.
  • Strong problem-solving skills with a proactive, self-motivated attitude.
  • Excellent collaboration and communication skills to work in a cross-functional team.
  • Fluent in Mandarin for effective communication within a multilingual team environment.

Why Join Us

  • Work with cutting-edge MLOps and AI deployment technologies in a fast-growing industry.
  • Be part of a dynamic and innovative team focused on AI and cloud solutions.
  • Gain exposure to end-to-end machine learning workflows, from data processing to model deployment.
  • Opportunities for professional growth in cloud computing, automation, and AI infrastructure.

Top Skills

AWS
Azure
CloudFormation
Docker
GCP
Go
Kubeflow
Kubernetes
Mlflow
Python
Sagemaker
Terraform
Tfx
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The Company
500 Employees
On-site Workplace
Year Founded: 2007

What We Do

Founded in 2007, Patsnap is the company behind the world’s leading innovation intelligence platform. Patsnap is used by more than 10,000 customers in over 50 countries around the world to access market, technology, and competitive intelligence as well as patent insights needed to take products from ideation to commercialization. Customers are innovators across multiple industry sectors, including agriculture and chemicals, consumer goods, food and beverage, life sciences, automotive, oil and gas, professional services, aviation and aerospace, and education. To learn more about how Patsnap is improving the way companies innovate, visit www.patsnap.com.

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