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Pages

Posts

Building & Visualizing your first ConvNet

7 minute read

Published:

In the last few years alone a special kind of Neural Network known as the Convolutional Neural Network (ConvNet) has gained a lot of popularity, and for all the right reasons. ConvNets have a unique property of retaining translational invariance. In elaborative terms, they exploit spatially-local correlation by enforcing a local connectivity pattern between neurons of adjacent layers.

Deep Learning on Floydhub

8 minute read

Published:

This post is aimed at helping new users (especially the ones who are starting out & cannot afford Andrej Karpathy’s gig) setup an on-the-go deep learning solution for their small to medium sized projects. I’ll be covering the following -

  1. Getting started with your first DL project on Floyd.
  2. Handling & usage of datasets.
  3. Installation of external dependencies (if any) while running job instances on Floyd.

portfolio

publications

A hierarchical anatomical classification schema for prediction of phenotypic side effects

Published in PLoS One, 2018

Prediction of adverse drug reactions is an important problem in drug discovery endeavors which can be addressed with data-driven strategies

Recommended citation: Wadhwa S, Gupta A, Dokania S, Kanji R, Bagler G (2018) " A hierarchical anatomical classification schema for prediction of phenotypic side effects. " PLOS ONE. 13(3): e0193959. https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0193959

BitterSweet: Building machine learning models for predicting the bitter and sweet taste of small molecules

Published in Scientific Reports, Nature, 2019

BitterSweet models publicly available, and present an end-to-end software for bitter-sweet taste prediction based on freely available chemical descriptors.

Recommended citation: Rudraksh Tuwani, Somin Wadhwa, Ganesh Bagler. (2019). "BitterSweet: Building machine learning models for predicting the bitter and sweet taste of small molecules." Scientific Reports, Nature. 7155 (2019). https://www.nature.com/articles/s41598-019-43664-y

talks

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.