bayesian-filtering

Bayesian Filtering & Smoothing demos

conference-acceptance-rate

Acceptance rates for the major AI conferences

continual_learning_papers

Relevant papers in Continual Learning

deep-bayesian-nonparametrics-papers

The collection of papers about combining deep learning and Bayesian nonparametrics

deep-learning-wizard

Open source guides/codes for mastering deep learning to deploying deep learning in production in PyTorch, Python, C++ and more.

dlwpt-code

Code for the book Deep Learning with PyTorch by Eli Stevens and Luca Antiga.

free-spoken-digit-dataset

A free audio dataset of spoken digits. Think MNIST for audio.

gaussian-process-textbook-examples

Some demos about GPs

gnnpapers

Must-read papers on graph neural networks (GNN)

gpssmproj

gpssmtorch

An implementation of GP-SSM inference algorithms using pytorch

kalman-and-bayesian-filters-in-python

Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions.

machine-learning-algorithms-matlab

Contains ML Algorithms implemented as part of CSE 512 - Machine Learning class taken by Fransico Orabona. Implemented Linear Regression using polynomial basis functions, Perceptron, Ridge Regression, SVM Primal, Kernel Ridge Regression, Kernel SVM, Kmeans.

machine.learning.models.pytorch

Machine Learning models in general in PyTorch.

mlbop

Matlab code for S. Theodoridis' "Machine Learning: A Bayesian and Optimization Perspective" (2015).

mvabml

random-fourier-features

Code for random Fourier features based on Rahimi and Recht's 2007 paper.

ssgpr

Sparse Spectrum Gaussian Process Regression

tgp.pytorch

Repository for the work Transforming Gaussian Processes with Normalizing Flows published at AISTATS 2021

tgpssm

visualization-of-popular-algorithms-in-python

Visualization of popular algorithms using NetworkX Graph libray

zhidilin

zhidilin.github.io