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1. Correntropy-vs-LMS Correntropy-vs-LMS Public

   A noisy non-linear signal is generated to test gradient descent through LMS (Least mean squares) and Correntropy methods of minimizing the cost function

   MATLAB 4

2. DL_Uncertainty_Quantification DL_Uncertainty_Quantification Public

   A tensorflow implementation of established Bayesian and ensemble methods for uncertainty quantification of neural networks

   Python 1 1

3. vadam vadam Public

   Forked from emtiyaz/vadam

   Code for ICML 2018 paper on "Fast and Scalable Bayesian Deep Learning by Weight-Perturbation in Adam" by Khan, Nielsen, Tangkaratt, Lin, Gal, and Srivastava

   MATLAB 1 1

4. QIPF QIPF Public

   Implementation of the QIPF framework for model uncertainty quantification (https://arxiv.org/abs/2109.10888)

   Python 1

5. Sketch-Photo-Conversion Sketch-Photo-Conversion Public

   Jupyter Notebook

6. Sentiment-Analysis Sentiment-Analysis Public

   Skip gram model is used to train word vectors to perform a simple sentiment analysis test. The Stanford Sentiment Treebank Dataset is used. There are 5 levels of sentiment phrases that are classifi…

   Python