
Building High-Quality Edge Machine Learning Solutions
7 days ago
Build competitive differentiated solutions that enhance brewery efficiency through data-driven insights.
Key Responsibilities:- Lead the entire edge deployment lifecycle, from model training to deployment and monitoring on edge devices
- Develop and maintain a scalable Edge ML pipeline that enables real-time analytics at brewery sites
- Optimize and containerize models using Portainer, Docker, and Azure Container Registry (ACR) to ensure efficient execution in constrained edge environments
- Own and manage the GitHub repository, ensuring structured, well-documented, and modularized code for seamless deployments
- Establish robust CI/CD pipelines for continuous integration and deployment of models and services
- Implement logging, monitoring, and alerting for deployed models to ensure reliability and quick failure recovery
- Ensure compliance with security and governance best practices for data and model deployment in edge environments
- Mentor/coach junior team members to continuously upskill them
- Academic degree in Computer Science or any engineering discipline
- 5+ years of real-world experience to develop scalable & high-quality ML models
- Proficiency with pandas, NumPy, SciPy, scikit-learn, stats models, TensorFlow
- Good understanding of statistical computing, parallel processing, Experience with advanced TensorFlow distributed, NumPy, joblib
- Strong problem-solving skills with an owners mindset proactively identifying and resolving bottlenecks
- Experience in code versioning using Git, maintaining modularized code base for multiple deployments
- Experience in working in an Agile environment
- In-depth understand of data bricks (Workflows, cluster creation, repo management)
- Proficiency in Docker, Kubernetes, Portainer, and container orchestration for edge computing
- Experience in real-time analytics and edge AI deployments
- Exposure to DevOps practices, including infrastructure automation and monitoring tools
- Undying love for beer
- Opportunity to create future with more cheers
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