06 Aug
|
ValueLabs
|
Hyderabad
06 Aug
ValueLabs
Hyderabad
Role: Vertex AI architect
Location: Hyderabad
Shift Timings: 12:00 PM to 9:00 PM
Experience: 10+ Years
Roles and Responsibilities:
Solution Architecture: Design end-to-end AI/ML pipelines on Vertex AI, from data ingestion and model training to evaluation and model serving.
Hybrid Deployment Strategy: Architect and implement deployment pipelines that transition models developed in Vertex AI to on-premises, secure environments (utilizing technologies such as GKE Enterprise/Anthos or other container orchestration platforms).
MLOps Implementation: Standardize CI/CD/CT (Continuous Training) workflows to manage model versioning, monitoring, and automated retraining loops.
Infrastructure Optimization: Work closely with Infrastructure and Security teams to ensure on-premises environments are optimized for high-performance model serving, ensuring latency and throughput meet enterprise standards.
Model Portability: Develop strategies for containerizing models (Docker/Kubernetes) to ensure consistent behavior across Google Cloud and on-premises environments.
Cross-Functional Collaboration:
Serve as a technical bridge between Data Scientists, Cloud Engineers, and On-Prem IT Ops to ensure seamless hand-offs and operational stability.
Required Qualifications:
Cloud Expertise: Proven experience with Google Cloud Platform, specifically the Vertex AI ecosystem (Vertex AI Pipelines, Feature Store, Model Registry, and Prediction services).
Hybrid Cloud/On-Prem Experience: Demonstrated success in deploying cloud-trained models to on-premises, air-gapped, or hybrid infrastructure.
Containerization Mastery: Expert-level knowledge of Docker and Kubernetes (GKE/Anthos/OpenShift).
AI/ML Foundations: Robust proficiency in Python, TensorFlow/PyTorch, and general machine learning engineering practices.
Infrastructure as Code (IaC): Hands-on experience with Terraform or similar tools for managing infrastructure across environments.
Security & Compliance: Experience working in secure environme
📌 Vertex AI Architect (Hyderabad)
🏢 ValueLabs
📍 Hyderabad