Browse All Machine Learning Content (221)

David Levy joins Data Exposed to recap a burst of recent Microsoft SQL driver and SDK releases, including mssql-python updates with Bulk Copy and Apache Arrow support, plus new versions of SqlClient and JDBC.

Microsoft Fabric Blog announces a preview of the OneLake Catalog Search REST API plus MCP and Fabric CLI support, letting developers search Fabric items across workspaces by metadata and use the returned identifiers in scripts, internal tools, and agent-driven workflows.

Microsoft Fabric Blog explains how Fabric SQL developers can move from Azure Data Studio to VS Code, keeping SQL Database Projects and adopting a Git-based workflow with pull requests, schema compare, publish script previews, and optional GitHub Copilot assistance in the MSSQL extension.

Microsoft Fabric Blog explains how Microsoft Fabric pipelines are shifting from classic ETL into end-to-end workflow orchestration, including long-running jobs, better observability, and human approval steps via the new Approval activity (preview) in Fabric Data Factory.

Microsoft Fabric Blog summarizes the April 2026 Fabric release, covering platform UX updates, VS Code-based workspace and notebook workflows, notebook retry policies, MLflow-based MLOps improvements, Data Warehouse enhancements like COPY INTO for JSONL, and Real-Time Intelligence updates including Eventstream observability and Eventhouse remote MCP.

Microsoft Fabric Blog introduces workspace monitoring (Preview) for Fabric Eventstreams, which creates a managed monitoring Eventhouse with KQL-queryable tables for node status, throughput metrics, and error metrics so teams can troubleshoot streaming pipelines and build their own dashboards and alerts.

PrabalDeb lays out a practical reference architecture for running diffusion model workloads on Azure Kubernetes Service (AKS), focusing on GPU/CPU lane separation, dispatch and autoscaling options (Kubernetes-native vs Service Bus + KEDA), secure ingress and identity, durable storage for outputs and model caches, and end-to-end observability for both apps and GPU hardware.

Microsoft Fabric Blog announces the GA release of the Fabric Eventstreams SQL operator, focusing on code-first SQL transformations for real-time pipelines, including multi-destination fan-out, built-in testing, and event-time processing for late and out-of-order data.

Microsoft Fabric Blog announces a preview feature that mirrors a Dremio Iceberg catalog into OneLake using shortcuts for a zero-copy approach, so Fabric workloads can query Dremio-managed tables without duplicating data or building ETL pipelines.

This week’s roundup is about the trade-offs that show up when agents move from demos to daily work: more surfaces, more automation, and more reasons to enforce limits and policies. GitHub Copilot expanded agent experiences and model options (including GPT-5.5 GA), but it also introduced tighter individual usage controls and shifting access to premium Claude Opus models. On the Microsoft side, Azure AI Foundry, Agent Framework, and Fabric leaned into governed tool execution through MCP, with secure networking, managed identity, and outbound restrictions becoming default expectations. We close with the less glamorous but essential work of reliability and security: upcoming GitHub protocol and token changes, DevSecOps tuning via CodeQL and dependency graphs, and Defender research that turns real intrusion chains into actionable hunts and containment steps.

Parvathy_R_Pillai compares traditional ML pipelines with Azure AI Foundry, focusing on the shift from model-centric delivery to operating end-to-end AI applications (including agents) with built-in governance, evaluation, and observability for production use.

kmalkov shares a real-world fintech lending ML decisioning workload evaluated using Microsoft’s Analog Optical Computer (AOC) digital twin on Azure, focusing on production-scale volumes, weighted ensemble models, and end-to-end explainability and auditability for credit, affordability, and risk decisions.

stclarke shares a LinkedIn post about Cricket Australia’s Live app, highlighting how Azure OpenAI and Azure Cosmos DB power “AI Insights” that let fans explore match context, player stats, and cricket history with fast, personalized responses.

PeterTHLee shares a validated Azure reference architecture for drone-based industrial inspections that combines deterministic computer vision with Azure OpenAI reasoning. The post breaks down an event-driven pipeline (Blob Storage → Functions → Vision/AML → OpenAI → Foundry evaluation → Cosmos DB → Power BI) and calls out security controls needed for production use.

John Savill's Technical Training runs through the Azure Update for 24th April 2026, covering service retirements, new AKS and Functions changes, Azure Monitor and Application Insights updates, storage improvements, Cosmos DB and PostgreSQL Flexible Server enhancements, plus a quick look at new model releases.

Subhajit1994 breaks down the real design choices behind a Bronze/Silver/Gold medallion framework, focusing on where responsibilities should live (staging, cleaning, modeling, marts), and how to make decisions around load patterns, orchestration, retries, observability, schema evolution, and replayability.

ankitasarkar explains why a pure RAG approach can produce inconsistent or logically wrong matches in enterprise document mapping, and how adding a knowledge-graph layer to constrain retrieval improves consistency, relevance, and explainability.

GalimahB shares a Microsoft Build //local host kit overview, listing breakout sessions and hands-on labs you can run in your city—covering GitHub Copilot agentic workflows, Microsoft Foundry (agents, models, evals), and Azure topics like Container Apps, AKS, databases, and Cobalt VMs.

Moaz_Mirza outlines a reference architecture for “agentic” data governance across hybrid/multi-cloud estates using Azure Arc, Microsoft Purview, and Microsoft Fabric, with a Copilot-style agent (via Power Platform/Teams) that reports on compliance and can enforce selected controls through Azure Functions and policy-driven actions.

Microsoft Fabric Blog announces GA support for nested folders in OneLake shortcut transformations, enabling recursive discovery and incremental processing of structured files (CSV, Parquet, JSON) across subfolders and writing results into Delta tables while preserving directory structure and preventing shortcut cycles.