Oct 17, 2021How to train with ArcFace loss to improve model classification accuracyIf your classification accuracy is low, try this method, it will blow your mind. — I bet you have seen tons of COVID-19 x-ray image projects, but “bear” with me as this is not like the rest of the posts you see online and we probably had enough of COVID-19 by now. …Arcface9 min readArcface9 min read
Published in Analytics Vidhya·Nov 8, 2020How do children learn about the world?Getting an aspiration of learning through children, a cognitive-developmental approach. — As days close by of my firstborn, I got interested in how infants and children learn. After digging up some psychology articles, I would like to share some of them and also to compare them to see similarity and differences in our current AI approach. Nurture or nature? How much…Learning11 min readLearning11 min read
Published in Analytics Vidhya·May 30, 2020Are we living in a simulation?There are many theories out on the internet that indicates that we are living in a simulation. The followings are the best evidence that convinces me we are really in a simulation. — 1. Quantum mechanicsSimulation Hypothesis6 min readSimulation Hypothesis6 min read
Published in Analytics Vidhya·May 18, 2020What might be required to build an Artificial General IntelligenceWhat sort of knowledge and breakthrough do we need in order to reach it? How intelligent is an AGI? — Don’t need to worry this post is not about how AGI is going to take over the world or how humanity will merge with AGI. But rather what I think is needed to achieve it. This post is just a thought experiment I have after reading some books and watching…Artificial Intelligence14 min readArtificial Intelligence14 min read
Published in Analytics Vidhya·Apr 28, 2020How to train Siamese Network on COVID-19 X-ray imagesIn this post, I am not solving any problem related to COVID-19 but explore concepts and implementation of SiameseNet on X-ray images. If you wish to look at code you can click on the link below. Niellai/MultiShot_Learning Permalink Dismiss GitHub is home to over 40 million developers working together to host and review code, manage…github.com Meta-Learning Meta-Learning is one of the most promising fields in artificial intelligence. Some schools of…Siamese Networks8 min readSiamese Networks8 min read
Published in Analytics Vidhya·Apr 14, 2020Using COVID-19 X-ray images to discover variants of virus mutationDisclaimer: The methods and techniques explored in this post are meant for educational and sharing purpose. It is not a scientific study nor it will be published in a journal. TL;DR: In the end, the project result is inconclusive there are too many missing country fields in the dataset and…Covid 198 min readCovid 198 min read
Published in Analytics Vidhya·Apr 12, 2020Classification of COVID-19 X-ray images with Keras and its potential problemDisclaimer: The methods and techniques explored in this post are meant for educational and sharing purpose. It is not a scientific study nor it will be published in a journal. This project was first inspired by a post from Adrian Rosebrock, using X-ray images to build a detector to classify…Keras8 min readKeras8 min read
Published in Analytics Vidhya·Mar 31, 2020Building Knowledge Graph for COVID19Purpose of this project is to share some ideas on how to work on COVID-19 data provided by Kaggle. I have referred others kernels and took what I think is useful for this project. So if you find some code somewhat familiar please excuse me, I am trying to learn…Covid 1910 min readCovid 1910 min read
