Introduction: Feature engineering remains the most impactful activity in machine learning, often determining model success more than algorithm selection. This comprehensive guide explores production feature engineering patterns, from feature stores and versioning to automated feature generation and real-time feature serving. After building feature platforms across multiple organizations, I’ve learned that success depends on treating features […]
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Production-Ready Agents: Observability, Security & Deployment – Part 8
Deploy AI agents to production with enterprise-grade observability, security, and resilience. Complete guide to OpenTelemetry, content safety, and Azure deployment.
Read more →Airflow on Kubernetes in Production: Architecture, Deployment, and Cost Optimization
Production-tested patterns for running Apache Airflow on Kubernetes with the KubernetesExecutor. Covers architecture, deployment, auto-scaling, cost optimization, and real-world case studies achieving 40-60% cost savings.
Read more →MLOps Excellence with MLflow: From Experiment Tracking to Production Model Deployment
MLflow has emerged as the leading open-source platform for managing the complete machine learning lifecycle, from experimentation through deployment. This comprehensive guide explores production MLOps patterns using MLflow, covering experiment tracking, model registry, automated deployment pipelines, and monitoring strategies. After implementing MLflow across multiple enterprise ML platforms, I’ve found that success depends on establishing consistent […]
Read more →Multi-Agent Orchestration Patterns in Microsoft Agent Framework – Part 7
Master the five orchestration patterns: Sequential, Concurrent, Handoff, Group Chat, and Magentic. Learn when to use each pattern.
Read more →The Dawn of .NET 10 and C# 14: A New Era of Performance and Language Innovation Arrives
November 2025 marks a watershed moment in the history of the .NET ecosystem. With the release of .NET 10, Microsoft has not only cemented the platform’s dominance in cloud-native performance but has also delivered the most requested language features in a decade with C# 14. This release focuses on “Zero-Cost Abstractions 2.0″—pushing the boundaries of […]
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