MLOps Engineer

1 month ago


Ahmedabad, Gujarat, India Nlineaxis Full time

Job Description :


Key Responsibilities :

- Design and implement cloud solutions, build ML-Ops on AWS cloud.

- Review cloud-based ML frameworks & models, run the code refactoring & optimization for scale, containerization, deployment, versioning, model monitoring and resource management.

- Data science models testing, validation and tests automation in cloud

- ML workflow load testing for real-case requests and responses and set up a scalable solution for an ML workflow.

- Build continuous development and deployment pipelines orchestration.

- Set up a model & data quality monitoring and send alerts to stakeholders when model performances are drifted.

- Touch code at every level - from the UI, backend microservices, database, big data processing, operations, to CD/CI automation.

- Collaborate closely with data science teams to define requirements, discuss solutions, and develop high quality deliverables for our customers.

- Take ownership for the quality of the code.

Key Skills :

- Hands-on expertise with AWS Cloud Platform.

- In-depth knowledge of AWS services, including but not limited to EC2, S3, RDS, Lambda, IAM, VPC, and CloudWatch.

- Experience in creating effective CI/CD pipelines.

- Familiarity with containerization and orchestration tools, such as Docker and Kubernetes.

- Proficient in scripting and programming languages such as Python, Bash, or PowerShell.

- Experience with version control systems (e.g., Git).

- Excellent troubleshooting skills.

- Familiarity with managing ML Ops platforms.

- Understanding of machine learning concepts and practices, including model retraining, deployment, and monitoring.

Education and Experience :

- Bachelor's or Master's degree in Computer Science, Data Science, Engineering, or a related field.

- 5+ years of proven experience in creating CI/CD pipelines and working with AWS Cloud.

- Understanding of machine learning concepts and ML-Ops.

Analytical & Person Skills :

- Must have good logical reasoning and analytical skills.

- Good Communication skills in English - both written and verbal

- Demonstrate Ownership and Accountability of their work.

- Attention to details.

(ref:hirist.tech)

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