A collection of resources to learn object-oriented programming and related concepts for PHP developers.
-
Updated
Dec 26, 2020
A collection of resources to learn object-oriented programming and related concepts for PHP developers.
A professionally curated list of papers, tutorials, books, videos, articles and open-source libraries etc for Out-of-distribution detection, robustness, and generalization
Domain-driven design example in Java with Spring framework
We leverage 14 datasets as OOD test data and conduct evaluations on 8 NLU tasks over 21 popularly used models. Our findings confirm that the OOD accuracy in NLP tasks needs to be paid more attention to since the significant performance decay compared to ID accuracy has been found in all settings.
[ECCV 2022] Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization, and Beyond
System design and Object Oriented Design (OOD) related interview problems and solutions.
The Official Implementation of the ICCV-2021 Paper: Semantically Coherent Out-of-Distribution Detection.
A project to add scalable state-of-the-art out-of-distribution detection (open set recognition) support by changing two lines of code! Perform efficient inferences (i.e., do not increase inference time) and detection without classification accuracy drop, hyperparameter tuning, or collecting additional data.
A project to improve out-of-distribution detection (open set recognition) and uncertainty estimation by changing a few lines of code in your project! Perform efficient inferences (i.e., do not increase inference time) without repetitive model training, hyperparameter tuning, or collecting additional data.
Paper of out of distribution detection and generalization
Reproducing experimental results of OOD-by-MCD [Yu and Aizawa et al. ICCV 2019]
Out-of-distribution detection using the pNML regret. NeurIPS2021
A curated list of Robust Machine Learning papers/articles and recent advancements.
A Python wrapper for Affinity (CRM platform).
A practice that applies the concept of ooad & oop to implement an ordering system.
Add a description, image, and links to the ood topic page so that developers can more easily learn about it.
To associate your repository with the ood topic, visit your repo's landing page and select "manage topics."