Visual Studio Magazine

Data Prep for Machine Learning: Normalization

Dr. James McCaffrey of Microsoft Research uses a full code sample and screenshots to show how to programmatically normalize numeric data for use in a machine learning system such as a deep neural ...
Hosted on MSN

Master SQL skills from design to queries

From ER diagrams to advanced SQL queries, mastering database design unlocks the ability to turn raw data into actionable insights. Practical labs, real-world projects, and optimization techniques help ...
IEEE

On Centralization and Unitization of Batch Normalization for Deep ReLU Neural Networks

Abstract: Batch normalization (BN) enhances the training of deep ReLU neural network with a composition of mean centering (centralization) and variance scaling (unitization). Despite the success of BN ...
IEEE

A Simple Normalization Technique Using Window Statistics to Improve the Out-of-Distribution Generalization on Medical Images

Abstract: Since data scarcity and data heterogeneity are prevailing for medical images, well-trained Convolutional Neural Networks (CNNs) using previous normalization methods may perform poorly when ...
GitHub

OpenMLDB is an open-source machine learning database that provides a feature platform computing consistent features for training and inference.

For the artificial intelligence (AI) engineering, 95% of the time and effort is consumed by data related workloads. In order to tackle this challenge, tech giants spend thousands of hours on building ...