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Machine Learning

Published INVISOM articles connected to machine learning.

3 articles

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Cloud and PlatformsTechnical Deep Dive

Kubernetes for Data and AI

Kubernetes has become the default substrate for AI inference, but it is an operating model, not a product. Adopt it when you can staff a platform team and have enough workloads to share it; otherwise, buy the managed service and keep your containers portable.

Sep 23, 2026 · 14 min read

Data ArchitectureTechnical Deep Dive

Databricks for Pipelines, ML and LLMs

Databricks' real strength is that pipelines, models, agents and their traces share one governance layer. The price is that its newest AI features are serverless, billed on separate lines and unevenly available by region. Adopt it workload by workload, not wholesale.

Sep 21, 2026 · 13 min read

Decision IntelligenceTechnical Deep Dive

Real-Time and Event-Driven Decisions

Real time is a property of the decision, not the data. Pay for low latency only where the decision window demands it, and when you do, put most of the engineering into correctness at the point of action, because pipeline guarantees stop there.

Aug 2, 2026 · 13 min read