Search Results for "logging"

Uncertainty Baselines is a collection of strong, well-documented training pipelines that make it straightforward to evaluate predictive uncertainty in modern machine learning models. Rather than offering toy scripts, it provides end-to-end recipes—data input, model architectures, training loops, evaluation metrics, and logging—so results are comparable across runs and research groups. The library spans canonical modalities and tasks, from image classification and NLP to tabular problems, with baselines that cover both deterministic and probabilistic approaches. Techniques include deep ensembles, Monte Carlo dropout, temperature scaling, stochastic variational inference, heteroscedastic heads, and out-of-distribution detection workflows. ...

Speed up development and migration, reuse our templates to create complex environments for common use cases with ease. Rely on high-quality infrastructure templates: peer-reviewed by an expert (certified AWS solutions architect Professional) and verified with automated tests. You can apply updates to an existing stack with an updated template. CloudFormation will figure out what needs to be changed. Never make manual changes to infrastructure managed by CloudFormation! The bastion host has a...

Wicket like views in PHP. View templates are 100% valid XHTML documents. 20% faster than smarty templates on render and 100x faster on compile. Basic Log4J style logging with detailed log formatters. Basic internationalization support with tight view integration. Simple Java style Collections (ArrayList, HashMap), Observers and reusable Constraint system. MySQL DB support with detailed query profiling and local / distributed cache support. Very fast abstraction layer and easy to integrate on any project. ...