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Data Science Solutions Architect
3 weeks ago
Job Summary:
We are seeking a highly skilled Data Science Solutions Architect to join our team. The successful candidate will be responsible for designing and developing complete MLOps solutions from scratch, leading end-to-end ML pipeline development, deployment, and monitoring across cloud platforms.
Key Responsibilities:
- Design and develop complete MLOps solutions from scratch using industry-leading tools and technologies.
- Lead end-to-end ML pipeline development, deployment, and monitoring across cloud platforms including GCP and Azure.
- Build and maintain CI/CD pipelines using tools like ArgoCD, Git, and Docker.
- Automate and optimize ML model training, validation, deployment, and scaling using Kubernetes, Kubeflow, or similar orchestration platforms.
- Develop data processing workflows using Python and PySpark on distributed systems.
- Implement observability using tools like Grafana, NewRelic, and cloud-native monitoring solutions.
- Collaborate with Data Scientists to transition research into production-grade solutions.
- Guide and mentor junior engineers, enforce coding standards, and conduct code reviews.
- Demonstrate business understanding to align ML pipelines with product goals.
- Manage infrastructure as code (IaC) for reproducibility and scalability.
Required Skills & Experience:
- 9+ years of hands-on experience in MLOps roles.
- Strong proficiency in Python and PySpark with clean and scalable code practices.
- Expertise in GCP and Azure cloud platforms – including compute, storage, and networking components.
- Proven experience in deploying and managing containerized applications using Docker and Kubernetes.
- Hands-on with CI/CD tools – preferably ArgoCD, GitHub Actions, or GitLab CI.
- Experience in monitoring, logging, and alerting using tools such as Grafana, NewRelic, Prometheus, or similar.
- Understanding of ML model lifecycle, versioning, and performance monitoring.
- Experience with MLFlow for model versioning.
- Ability to create REST APIs using FastAPI, Flask, or Django.
- Strong problem-solving, communication, and stakeholder management skills.
- Experience mentoring teams and driving end-to-end project execution.
What We Offer:
- A competitive salary and benefits package.
- Ongoing training and professional development opportunities.
- The chance to work with a talented team of professionals.