uncertainty-baselines
roc_comparison
Our great sponsors
uncertainty-baselines | roc_comparison | |
---|---|---|
3 | 1 | |
1,362 | 127 | |
1.8% | 4.7% | |
5.5 | 0.0 | |
21 days ago | almost 2 years ago | |
Python | Python | |
Apache License 2.0 | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
uncertainty-baselines
-
Google AI Introduces ‘Uncertainty Baselines Library’ For Uncertainty and Robustness in Deep Learning
Code for https://arxiv.org/abs/2106.04015 found: https://github.com/google/uncertainty-baselines
-
[D] Mixed Precision Training Tips
I know Reddit likes dumping on TensorFlow but it's actually really easy. Set a policy and upcast your final logits to float32.
roc_comparison
-
[D]getting a good p-value and confidence interval for cross-validated AUC
https://statisticaloddsandends.wordpress.com/2020/06/07/what-is-the-delong-test-for-comparing-aucs/ https://www.rdocumentation.org/packages/pROC/versions/1.17.0.1 http://pamixsun.github.io/papers/sun2014fast.pdf https://github.com/yandexdataschool/roc_comparison
What are some alternatives?
pytorch-forecasting - Time series forecasting with PyTorch
sweetviz - Visualize and compare datasets, target values and associations, with one line of code.
pyod - A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)
scikit-learn - scikit-learn: machine learning in Python
Bayeslite - BayesDB on SQLite. A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself.
statsmodels - Statsmodels: statistical modeling and econometrics in Python
probability - Probabilistic reasoning and statistical analysis in TensorFlow
deep_learning_and_the_game_of_go - Code and other material for the book "Deep Learning and the Game of Go"
spaCy - 💫 Industrial-strength Natural Language Processing (NLP) in Python
Keras - Deep Learning for humans
tablespoon - 🥄✨Time-series Benchmark methods that are Simple and Probabilistic
edward2 - A simple probabilistic programming language.