Machine learning engineer
1 month ago
Location: Hyderabad/Bangalore/Chennai
Notice period: Immediate to 30 days only
Job description:
Must-have:
2+ years with Azure (ML pipeline components), Azure Databricks, Azure Dev Ops.
Proven experience of design and deployment of end-to-end ML pipelines.
Experience with building infrastructure for classic DS models and/or LLM/SLMs.
2+ years with orchestration (e.g., Kubeflow, Airflow, Azure Data Factory) and CI/CD for ML.
Experience deploying containerized ML solutions (e.g. Docker/Kubernetes).
Knowledge of model and data versioning (e.g. MLflow, DVC).
Knowledge of MLSec Ops (security in the context of MLOps)
Experience with Infrastructure as a Code (e.g., Terraform, Cloud Formation).
Nice-to-have:
Knowledge of MLOps for LLM/SLM
Experience in ML system/architecture design (load balancing, caching, failover).
Knowledge in building scalable, resilient ML architectures.
Cross-team collaboration experience (data science, engineering, Dev Ops).
Experience with monitoring/logging for production models (e.g. Prometheus, Grafana, ELK stack).
Deliverables:
List of identified areas for improvements for existing Pepsi Co project
Recommendation on:
MLOps practice
MLSec Ops
Sample templates and pipelines
Recommendation on the infrastructure for:
Classic DS models
LLM solution, primarily focused on fine tuning SLM by domain
Recommendation on Data Strategy:
JIT access to data for the period of training with security guardrails (access, data masking, etc.)
Grid Dynamics (NASDAQ: GDYN) is a leading provider of technology consulting, platform and product engineering, and advanced analytics services. Fusing technical vision with business acumen, we enable positive business outcomes for enterprise companies undergoing business transformation by solving their most pressing technical challenges. A key differentiator for Grid Dynamics is our 7+ years of experience and leadership in enterprise AI , supported by profound expertise and ongoing investment in data , analytics , cloud & Dev Ops , application modernization , and customer experience . Founded in 2006, Grid Dynamics is headquartered in Silicon Valley with offices across the Americas, Europe, and India. Follow us on Linked In .
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