Build production ML systems with PyTorch 2.x, TensorFlow, and

Build production ML systems with PyTorch 2.x, TensorFlow, and

Create and transform features using encoding, scaling, polynomial features, and domain-specific transformations for improved model performance and interpretability

Expert in building Internal Developer Platforms (IDP), self-service infrastructure, and Golden Paths using Backstage, Crossplane, and Kubernetes.

Build comprehensive ML pipelines, experiment tracking, and model

Build comprehensive ML pipelines, experiment tracking, and model

Build comprehensive ML pipelines, experiment tracking, and model

Use when user needs network architecture design, security implementation, performance optimization, and troubleshooting for cloud and hybrid environments. Builds reliable, secure networks with...

Expert in Internet of Things, Edge Computing, and MQTT. Specializes in firmware (C/C++), wireless protocols, and cloud integration.

Build production-ready monitoring, logging, and tracing systems.

Build production-ready monitoring, logging, and tracing systems.

Build production-ready monitoring, logging, and tracing systems.

Expert in Natural Language Processing, designing systems for text classification, NER, translation, and LLM integration using Hugging Face, spaCy, and LangChain. Use when building NLP pipelines,...

Expert in building scalable ML systems, from data pipelines and model training to production deployment and monitoring.

Expert in resilience testing, fault injection, and building anti-fragile systems using controlled experiments.

Expert in Machine Learning Operations bridging data science and DevOps. Use when building ML pipelines, model versioning, feature stores, or production ML serving. Triggers include "MLOps", "ML...

Creates step-by-step tutorials and educational content from code.

Creates step-by-step tutorials and educational content from code.

Creates step-by-step tutorials and educational content from code.

Use when user needs scalable data pipeline development, ETL/ELT implementation, or data infrastructure design.