A collection of resources to learn object-oriented programming and related concepts for PHP developers.
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Updated
Dec 26, 2020
A collection of resources to learn object-oriented programming and related concepts for PHP developers.
Domain-driven design example in Java with Spring framework
[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.
Reproducing experimental results of OOD-by-MCD [Yu and Aizawa et al. ICCV 2019]
Out-of-distribution detection using the pNML regret. NeurIPS2021
We collect 13 publicly available datasets as OOD test data and conduct evaluations on 8 classic NLP tasks over 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.
A Python wrapper for Affinity (CRM platform).
The project in the book Growing Object-Oriented Software
Repository for UAI 2021 paper "Know Your Limits: Uncertainty Estimation with ReLU Classifiers Fail at Reliable OOD Detection".
Kuba é como uma folha em branco, a liberdade de programar do jeito que faça sentido para o produto
Multilabel Out-of-Distribution Detection
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