dobriban
Associate Professor of Statistics & Computer and Information Science. Interested in stats and ML. Course notes, software, and code to reproduce papers.
The Wharton School, University of PennsylvaniaPhiladelphia, PA
dobriban's Stars
labmlai/annotated_deep_learning_paper_implementations
🧑🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠
huggingface/datasets
🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools
arogozhnikov/einops
Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)
ahrm/sioyek
Sioyek is a PDF viewer with a focus on textbooks and research papers
thuml/Transfer-Learning-Library
Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization
scottclowe/matlab-schemer
Apply and save color schemes in MATLAB with ease.
hendrycks/robustness
Corruption and Perturbation Robustness (ICLR 2019)
Ma-Lab-Berkeley/ReduNet
ReduNet
FlyingGiraffe/vnn
Vector Neurons: A General Framework for SO(3)-Equivariant Networks
dictation-toolbox/dragonfly
Speech recognition framework allowing powerful Python-based scripting and extension of Dragon NaturallySpeaking (DNS), Windows Speech Recognition (WSR), Kaldi and CMU Pocket Sphinx
daanzu/kaldi-active-grammar
Python Kaldi speech recognition with grammars that can be set active/inactive dynamically at decode-time
loshchil/AdamW-and-SGDW
Decoupled Weight Decay Regularization (ICLR 2019)
yromano/cqr
Conformalized Quantile Regression
fmcarlucci/JigenDG
Repository for the CVPR19 oral paper "Domain Generalization by Solving Jigsaw Puzzles"
tmadl/highdimensional-decision-boundary-plot
Estimating and plotting the decision boundary (decision surface) of machine learning classifiers in higher dimensions (scikit-learn compatible)
DeLightCMU/RSC
This is the official implementation of Self-Challenging Improves Cross-Domain Generalization, ECCV2020
YugeTen/fish
Official implementation of paper Gradient Matching for Domain Generalization
hamrel-cxu/EnbPI
Official code for: Conformal prediction interval for dynamic time-series (conference, ICML 21 Long Presentation) AND Conformal prediction for time-series (journal, IEEE TPAMI)
capybaralet/REx_code_release
r-barnes/MatrixForensics
Collection of Matrix/Linear Algebra Information
james-simon/eigenlearning
codebase for "A Theory of the Inductive Bias and Generalization of Kernel Regression and Wide Neural Networks"
deepskies/DeeplyUncertain-Public
migariane/SIM-TMLE-tutorial
Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017
sangdon/PAC-confidence-set
Implementation of PAC Confidence Sets for Deep Neural Network (ICLR20)
AIgen/QOOB
Quantile out-of-bag (QOOB) conformal is a conformal method for predictive inference.
mrob95/mathfly-talon
Talon scripts for dictating mathematics into editors like LyX and Scientific Notebook 5.5.
SeffiCohen/ICU-Survival-Prediction
ICU Survival Prediction Incorporating Test-Time Augmentation to Improve the Accuracy of Ensemble-Based Models
sangdon/calibration-under-covariateshift
DominicRichards/ComparingGradientDescentRidge
sangdon/PAC-Calibration