https://dataengineeringformachinelearning.com/blog/ Platform changes, feature releases, and architectural field notes from DEML. en-us Sat, 11 Jul 2026 00:00:00 GMT https://dataengineeringformachinelearning.com/blog/2026-07-11-viking-ui-6/ https://dataengineeringformachinelearning.com/blog/2026-07-11-viking-ui-6/ Sat, 11 Jul 2026 00:00:00 GMT The sixth major Viking-UI release gives the application, marketing site, backend pages, and component docs one shared authentication-aware navigation contract. Viking-UI Navigation Authentication https://dataengineeringformachinelearning.com/blog/2026-07-10-analytics-exports/ https://dataengineeringformachinelearning.com/blog/2026-07-10-analytics-exports/ Fri, 10 Jul 2026 00:00:00 GMT Operators can generate tenant-scoped CSV, JSON, Parquet, and PDF exports backed by private object storage and faster archived rollups. Analytics Exports Storage https://dataengineeringformachinelearning.com/blog/2026-07-09-rust-data-plane/ https://dataengineeringformachinelearning.com/blog/2026-07-09-rust-data-plane/ Thu, 09 Jul 2026 00:00:00 GMT DEML moved broker relay, scheduling, probing, normalization, and optional ingestion into a role-selected Rust runtime with durable ownership. Data Plane Rust Reliability https://dataengineeringformachinelearning.com/blog/2026-07-05-temporal-forecasting-and-viking-ui/ https://dataengineeringformachinelearning.com/blog/2026-07-05-temporal-forecasting-and-viking-ui/ Sun, 05 Jul 2026 00:00:00 GMT A Norse spiking-neural-network forecaster moved from training infrastructure into live tenant-scoped status, analytics, and dashboard experiences. Machine Learning Forecasting Viking-UI https://dataengineeringformachinelearning.com/blog/2026-06-28-event-projections/ https://dataengineeringformachinelearning.com/blog/2026-06-28-event-projections/ Sun, 28 Jun 2026 00:00:00 GMT DEML replaced a manual verification screen with an automated end-to-end probe across Redpanda, the projection worker, and Firestore. Reliability Event Projections Observability https://dataengineeringformachinelearning.com/blog/2026-06-13-first-release-train/ https://dataengineeringformachinelearning.com/blog/2026-06-13-first-release-train/ Sat, 13 Jun 2026 00:00:00 GMT The v0 release series connected the public content system, threat prediction, subscriptions, compliance reporting, encryption, and performance work. Product Machine Learning Security https://dataengineeringformachinelearning.com/blog/2026-02-24-platform-origin/ https://dataengineeringformachinelearning.com/blog/2026-02-24-platform-origin/ Tue, 24 Feb 2026 00:00:00 GMT DEML began as an open technical book and grew into a working platform for telemetry, predictive operations, and cybersecurity engineering. Foundation Architecture https://dataengineeringformachinelearning.com/blog/2025-05-15-ml-temporal-forecasting/ https://dataengineeringformachinelearning.com/blog/2025-05-15-ml-temporal-forecasting/ Thu, 15 May 2025 00:00:00 GMT PyTorch-based machine learning pipeline for predictive analytics including SLA forecasting, threat detection, and temporal spiking neural networks. Machine Learning PyTorch Prediction Temporal https://dataengineeringformachinelearning.com/blog/2025-03-01-viking-ui-premium-theme/ https://dataengineeringformachinelearning.com/blog/2025-03-01-viking-ui-premium-theme/ Sat, 01 Mar 2025 00:00:00 GMT The Viking-UI design system introduces aerospace-inspired dark themes, machined metallic borders, and WCAG 2.1 AA compliance across all DEML surfaces. Viking-UI Design Accessibility CSS https://dataengineeringformachinelearning.com/blog/2025-02-10-event-projections-architecture/ https://dataengineeringformachinelearning.com/blog/2025-02-10-event-projections-architecture/ Mon, 10 Feb 2025 00:00:00 GMT The Command/Projection/Query separation using Firebase Callable Functions, Postgres Outbox, and Rust normalizer worker for real-time Firestore projections. Architecture Redpanda Firestore Realtime https://dataengineeringformachinelearning.com/blog/2025-01-20-docker-deployment/ https://dataengineeringformachinelearning.com/blog/2025-01-20-docker-deployment/ Mon, 20 Jan 2025 00:00:00 GMT Production-ready containerization with distroless images, multi-service Railay topology, and health-check-driven deployment orchestration. Infrastructure Docker Railway Deployment https://dataengineeringformachinelearning.com/blog/2025-01-15-initial-architecture/ https://dataengineeringformachinelearning.com/blog/2025-01-15-initial-architecture/ Wed, 15 Jan 2025 00:00:00 GMT The foundational commit established the core Django/Angular monorepo structure with PostgreSQL models, REST API endpoints, and initial Viking-UI component system. Foundation Architecture Django Angular