What Youll Do:
Develop and maintain machine learning infrastructure and solutions to support the efficient development, deployment, and maintenance of models in production.
Collaborate with data scientists, engineers, and subject matter experts to deliver high-quality, production-ready machine learning models.
Design and implement software architecture for machine learning solutions.
Optimize model deployment and serving using industry best practices with CPU, GPU, and external APIs.
Work with containerized environments such as Kubernetes and Docker.
Utilize AWS for cloud-based machine learning solutions.
Conduct unit testing and ensure continuous integration and continuous deployment (CI/CD) practices are followed.
Collaborate with the DevOps team to establish best practices for MLOps.
Work in a production environment and closely with data science teams to ensure seamless model deployment and maintenance.
Stay updated with the latest advancements in machine learning and related technologies.
Experience and Skills:
A deep understanding of machine learning infrastructure and solutions.
4+ years of Python programming experience MUST.
3+ years of experience as a Machine Learning Engineer, including experience in deploying machine learning models into production at scale MUST.
Experience with software architecture design
Deep familiarity with industry best practices for optimized model deployment and serving with CPU, GPU, and external APIs.
Background in Linux and containerized environments such as Kubernetes and Docker MUST.
Experience with Cloud
Experience with tools such as ElasticSearch, RabbitMQ, Kafka, and Redis.
Experience with unit testing and CI/CD.
Experience in MLOps Advantage.
Experience working in a production environment and with data science teams Advantage.
Ability to collaborate with the DevOps team around best practices of MLOps Advantage.
Experience with NLP and Speech models Advantage.
Self-motivated, team player, action and results-oriented.
Well organized, with excellent communication and reporting skills.
