KRR is especially useful when there is limited training data, says Dr. James McCaffrey of Microsoft Research in this full-code, step-by-step tutorial.
- By James McCaffrey
- 08/15/2023
The open source project lets developers and data pros to use its Semantic Kernel SDK to experiment and test the abilities of LLMs to generate SQL queries based on natural language expressions.
Implementing LRR from scratch is harder than using a library like scikit-learn, but it helps you customize your code, makes it easier to integrate with other systems, and gives you a complete understanding of how LRR works.
- By James McCaffrey
- 08/01/2023
Dr. James McCaffrey of Microsoft Research offers a full-code, step-by-step tutorial for this technique, especially useful when there is limited training data.
- By James McCaffrey
- 07/18/2023
While ledger is a game-changer for security, SQL Server 2022 also introduced new functionality around Dynamic Data Masking (DDM), T-SQL enhancements and more.
Dr. James McCaffrey of Microsoft Research presents a full-code, step-by-step tutorial on this regression technique, which is especially useful when there is limited training data.
- By James McCaffrey
- 07/06/2023
Machine learning with neural networks is sometimes said to be part art and part science. Dr. James McCaffrey of Microsoft Research teaches both with a full-code, step-by-step tutorial.
- By James McCaffrey
- 06/15/2023
Microsoft, apparently trying to enhance every product it has with an AI-powered Copilot, announced a new one for the latest release of SQL Server Developer Tools (SSDT) in Visual Studio.
"As opposed to traditional deep learning (DL) model training, On-Device Training requires efficient use of compute and memory resources."
Dr. James McCaffrey of Microsoft Research says the main advantage of using Gaussian naive Bayes classification compared to other techniques like decision trees or neural networks is that you don't have to fine tune model parameters.
- By James McCaffrey
- 05/31/2023
Microsoft's fourth preview of .NET 8 continues to boost native native Ahead-of-Time (AOT) compilation, while Blazor gets streaming component rendering.
Dr. James McCaffrey of Microsoft Research uses a full-code, step-by-step demo to predict the species of a wheat seed based on seven predictor variables such as seed length, width and perimeter.
- By James McCaffrey
- 05/15/2023
Dr. James McCaffrey of Microsoft Research uses a full-code, step-by-step demo to show how to predict the annual income of a person based on their sex, age, state where they live and political leaning.
- By James McCaffrey
- 05/02/2023
A full-code demo from Dr. James McCaffrey of Microsoft Research shows how to predict the type of a college course by analyzing grade counts for each type of course.
- By James McCaffrey
- 04/17/2023
Object Relational Mapping (ORM) technologies like Entity Framework can drastically simplify the programming model against databases, but when done carelessly, performance can suffer.