Browse Machine Learning Videos (18)

Authorised Territory demonstrates a .NET data ingestion pipeline that converts a PDF to Markdown via the MarkItDown MCP server, generates embeddings with a local Ollama model, and stores those embeddings in SQL Server 2025 running in Docker Desktop.
John Savill explains why enterprises need a data virtualization layer and how to build one using Microsoft Fabric OneLake, including a single namespace approach, shortcuts, mirroring, governance, and semantic models to make data easier to use for analytics and AI.

Enterprise Data Virtualization (Short)

John Savill's Technical Training gives a quick overview of why enterprises often need a data virtualization layer, and how it helps provide a unified way to access data across different systems.

Azure Cosmos DB Conf 2026 Highlights

Microsoft Developer recaps key themes from Azure Cosmos DB Conf 2026, focusing on what engineers are doing in production to scale reliably, keep costs under control, and support AI-driven workloads—especially vector search and modern search patterns built into Cosmos DB.
John Savill breaks down practical ways to change an AI model’s behavior, from prompt and context techniques through to retrieval-augmented generation (RAG) and fine-tuning approaches like LoRA.

.NET MAUI Community Standup: Rust, SkiaSharp Everywhere, AI/ML Live Processing

David Ortinau and Gerald Versluis are joined by Nick Kovalsky to demo .NET MAUI work that combines Rust, SkiaSharp, and a drawn-UI approach, plus AI/ML live processing techniques he’s been building.
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.

Azure Update — 24th April 2026

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.
Microsoft Developer walks through how Microsoft Fabric Eventstreams DeltaFlow can stream Azure SQL Database inserts, updates, and deletes into analytics-ready tables, including automatic schema registration, destination table creation, and schema evolution handling for near-real-time intelligence scenarios.

Azure Update 27th March 2026

John Savill (John Savill's Technical Training) runs through a weekly set of Azure platform updates covering AKS networking and upgrades, Azure SQL and PostgreSQL changes, Fabric mirroring features, Azure AI Foundry processing updates, and Entra ID governance and MFA additions.
Microsoft Developer shares a Data Exposed episode covering what’s new in Microsoft SQL from SQLCon/FabCon 2026, including Azure SQL updates, AI-related items like a SQL Developers Certification, and Microsoft Fabric’s Database Hub.
Microsoft Developer introduces the Migration Assistant for SQL database in Microsoft Fabric (Preview), describing an end-to-end guided path to assess SQL Server schema compatibility, resolve issues with Copilot assistance, and migrate data using built-in Fabric copy workflows in the Fabric portal.

Azure Update 20th March 2026

John Savill's Technical Training runs through a weekly roundup of Microsoft updates, covering Azure service retirements, AKS and VM SKU changes, Entra ID and backup updates, Azure SQL and VS Code tooling news, plus Azure AI Foundry and Databricks/Fabric improvements.
Microsoft Developer presents a step-by-step video on improving AI agent tool-calling accuracy using fine-tuning in Microsoft (Azure) AI Foundry, including synthetic data generation and model distillation to produce smaller, more cost-effective models.
Microsoft Developer (featuring Bethany Jepchumba) explains supervised fine-tuning in Microsoft Foundry, when to use fine-tuning, and how to review checkpoints, logs, and evaluation metrics, with a simple tone fine-tuning demo run directly in Foundry.

Azure Update 27th February 2026: Latest Cloud Announcements and Tools

John Savill's Technical Training shares the top Azure updates for late February 2026, covering new AI features, security changes, cloud infrastructure news, developer tools, and integration highlights.
Microsoft Developer presents a practical session on how to use OneLake Catalog Explorer in Microsoft Fabric, focusing on unified data discovery, filtering, and governance capabilities.
Microsoft Developer presents an episode on integrating Fabric SQL Databases into analytics solutions, featuring real-world scenarios and actionable tips for technical professionals.

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