Everpure, in partnership with 1touch.io, is seeking a Machine Learning Engineer / Applied AI Engineer to design and deploy production-ready AI systems for data privacy and governance. The role focuses on NLP, entity extraction, document classification, and LLM-powered automation.
Responsibilities
Design and implement ML and deep learning models for discovery and classification use cases, including entity extraction and document classification.
Integrate LLMs and ML models into products and automated workflows.
Define model training strategies and collaborate on dataset requirements.
Build and maintain end-to-end ML pipelines covering training, inference, evaluation, monitoring, and iterative model improvement.
Optimize models and inference pipelines for production constraints including latency, cost, throughput, and infrastructure efficiency.
Deploy, operate, monitor, and improve ML systems in production environments.
Translate business challenges into ML system designs and technical trade-offs.
Contribute to architectural decisions and the technical direction of applied AI solutions.
Requirements
Experience delivering machine learning models into production and improving them over time.
Hands-on experience developing NLP and text-based machine learning systems, including LLM-assisted workflows.
Everpure is a manufacturer of commercial water filtration and treatment systems, commonly used in foodservice, vending, and healthcare industries. It operates as a subsidiary of Pentair.