Pinned Repositories
CancerLinker
Covid-19-Polarization-Analysis
COVID19
cs5331
CS5402
css-in-readme-like-wat
Style your readme using CSS with this simple trick
D3
D3_Project1
Source Code for D3js Project 1: Visualizing time series data
D3Project1
Source Code for D3js Project 1: Visualizing time series data
galactica
mykabir's Repositories
mykabir/COVID19
mykabir/CancerLinker
mykabir/Covid-19-Polarization-Analysis
mykabir/cs5331
mykabir/CS5402
mykabir/css-in-readme-like-wat
Style your readme using CSS with this simple trick
mykabir/D3
mykabir/D3_Project1
Source Code for D3js Project 1: Visualizing time series data
mykabir/D3Project1
Source Code for D3js Project 1: Visualizing time series data
mykabir/galactica
mykabir/healthHackathon
mykabir/Optimized_Beta_VAE
β Variational Auto-Encoder(VAE) is a popular variation of VAE proposed to automate the learning process of factorized latent representation more efficiently without any supervision. A β value greater than 1 enforces the model to learn disentangled representation more accurately. Disentangled representations emerge when the right balance is found between information preservation (reconstruction cost as regularisation) and latent channel capacity restriction (β > 1). However, the optimal value of β is dataset dependent and varies from dataset to dataset. In this paper, we tried to learn beta values based on the loss function automatically. In this method, we assume the optimal β value exists within n beans above 1, and We employ a Reinforcement Learning (RL) based n-arm bandit, where each arm tries to estimate the bean with the lowest loss during the training process. The optimal β value is found by applying simulated annealing within each bean. Result analysis shows that our approach performs better image generation than normal VAE and β VAE with random β, but reconstruction performance is slightly lower than normal VAE.
mykabir/Reddit-Stock-Trends
Fetch currently trending stocks on Reddit
mykabir/Scheduling_algo
Operating System Scheduling algorithms, FCFS and SJF
mykabir/SimplePageRank
mykabir/SimpleWordCount
mykabir/TC-classification
mykabir/TTU
mykabir/twitterData