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kasakh's Projects

18335 icon 18335

18.335 - Introduction to Numerical Methods course

attention-is-all-you-need-explained-pytorch icon attention-is-all-you-need-explained-pytorch

A paper implementation and tutorial from scratch combining various great resources for implementing Transformers discussesd in Attention in All You Need Paper for the task of German to English Translation.

autograd icon autograd

Efficiently computes derivatives of numpy code.

awesome-pytorch-list icon awesome-pytorch-list

A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.

awesome-vaes icon awesome-vaes

A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.

bandits icon bandits

A JavaScript demo of some multi-armed bandits algorithms

bidding-machine icon bidding-machine

An implementation of the TKDE paper "Bidding Machine: Learning to Bid for Directly Optimizing Profits in Display Advertising"

computationalmathematics icon computationalmathematics

Lecture slides and homework assignments for MA5233 Computational Mathematics at the National University of Singapore.

contextual icon contextual

Contextual Bandits in R - simulation and evaluation of Multi-Armed Bandit Policies

dagmm icon dagmm

My attempt at reproducing the paper Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection

detan icon detan

Deterministic annealing Python library

education icon education

Materials for my lectures and for self-study in machine learning

examples icon examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

exprnn icon exprnn

Code to reproduce the NeurIPS 2019 paper "Trivializations for Gradient-Based Optimization on Manifolds" and the ICML 2019 paper "Cheap Orthogonal Constraints in Neural Networks: A Simple Parametrization of the Orthogonal and Unitary Group"

glow-pytorch icon glow-pytorch

Simple, extendable, easy to understand Glow implementation in PyTorch

igmm icon igmm

Infinite Gaussian Mixture Model

information-bottleneck icon information-bottleneck

a python implementation of various versions of the information bottleneck, including automated parameter searching

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