MLOps DevOps Engineer
- IPG Mediabrands
- 3 - 7 years
- Mohali, Chandigarh
- 1 month ago
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Job Description
Role & responsibilities
- Develop, improve, and expand deployment pipeline infrastructure and services
- Build and deploy hyperscale machine learning pipelines into production
- Works closely with the developer teams to provide a self-service test integration, test
coverage and quality - Collaborate with the Security Engineering and Architecture teams to ensure code meets security requirements and is deployed in alignment with standards and governance processes
- Debug and resolve the issues developers encounter when attempting to use cloud services, with an eye toward continuously improving developer experience
- Execute against a vision of continuous integration and delivery that empowers developers
Preferred candidate profile
- Building Infrastructure-as-code for Public Cloud using Terraform
- Experience in a Dev Ops engineering or equivalent role.
- Experience developing, enhancing, and maintaining CI/CD automation and configuration
management using tools such as Jenkins, Snyk, and GitHub
- Experience with MLOps and orchestration tools such as Airflow, Kubeflow, Optuna, Mlflow or
other similar MLOps tools.
- Experience with operationalizing and migrating ML models into production at scale
- Experience developing large scale model inference solutions using a parallel execution
framework using Spark, EMR, or Databricks
- Experience developing complex orchestration and MLOps pipelines stitching together large
volumes of data for training and scoring
- Proficiency with Apache Spark, EMR/DataProc and Cloud based tools (Snowflake, Redshift,
EMR, Glue, Step Functions, Lambda, Step functions, AWS Batch, or similar etc.) - Experience with ML libraries like H20, scikit learn and deep learning frameworks (PyTorch,
TensorFlow, etc.)
- Familiarity with large scale production systems and technologies; for example load
balancing, monitoring, distributed systems, and configuration management - Development skills with at least one of the following programming languages: Python (preferred), Node.js, Bash.
- Knowledge of testing automation and code scanning tools
- Knowledge and experience with running distributed systems in public cloud environments
such as AWS, Azure, and GCP. - Knowledge of container orchestration platforms such as Kubernetes
- Knowledge of CDNs, DNS, web servers, and other supporting Internet services
- Source code management tools using Git. Experienced with standard Gitflow workflow
- Familiar with best practices for infrastructure security, reliability, and fault tolerance
- Passionate about automating and improving processes
Job Classification
Industry: IT Services & ConsultingFunctional Area / Department: Engineering - Software & QA
Role Category: DevOps
Role: DevOps Engineer
Employement Type: Full time
Contact Details:
Company: IPG MediabrandsLocation(s): Mohali, Chandigarh
Keyskills: Docker Jenkins MLOps Terraform kubeflow Devops Machine Learning Kubernetes
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IPG Mediabrands
IPG Mediabrands is the media and marketing solutions division of Interpublic Group (NYSE: IPG). IPG Mediabrands manages over $47 billion in marketing investment globally on behalf of its clients across its full-service agency networks UM, Initiative and Media hub and through its award-winning spec...
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