- DeepStream, on Kubernetes clusters.
- Automate the deployment of scalable and resilient ML workloads using Kubernetes and Karpenter to efficiently manage resources across AWS Spot and On-Demand instances.
- Optimize infrastructure for cost and performance, ensuring high availability and fault tolerance of ML workloads.
- Collaborate with data scientists and ML engineers to containerize and deploy ML models, ensuring seamless integration into our video analytics platform.
- Implement robust monitoring, logging, and alerting mechanisms to ensure the health and performance of ML workloads.
- Develop and maintain CI/CD pipelines for automated testing, building, and deployment of ML applications and infrastructure changes.
- Stay abreast of the latest in cloud computing, containerization, and ML deployment strategies to continually improve our platform's efficiency and Bachelor's or Master's degree in Computer Science, Engineering, or a related field.
- Proven experience in MLOps, DevOps, or similar roles with a focus on ML/AI workloads.
- Strong background in Kubernetes, including experience with automating cluster management and workload scaling using tools like Karpenter.
- Experience with cloud computing platforms, preferably AWS, and managing Spot/On-Demand instances for cost optimization.
- Familiarity with ML lifecycle management tools and practices, including model deployment, monitoring, and versioning.
- Proficient in scripting and automation with languages such as Python, Bash, or similar.
- Experience with containerization technologies (Docker) and orchestration systems (Kubernetes).
- Knowledge of infrastructure as code (IaC) tools (e.g., Terraform, CloudFormation) is a plus.
- Strong problemsolving skills and the ability to work in a fastpaced, dynamic environment.
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Machine Learning Engineer - Bangalore, India - Internshala
Description
About the job:
Internshala is assisting Livesitter in hiring for MLOps Engineer - Video Analytics Platform (Remote)
Livesitter -We leverage cutting-edge AI to provide a seamless and secure childcare experience for both parents and Design, implement, and manage the deployment of ML pipelines for video processing tasks, including real-time video stream analysis using NVIDIA