PinnedUrwa MuazCrash Course on Robust Deep LearningHurdles to model generalization and potential solutions to the problem.2 min read·May 23, 2021----
Urwa MuazHow to create your own datasets for machine learning ?Building your own datasets in few hours.·2 min read·Aug 7, 2021----
Urwa MuazinTowards Data ScienceWhat will spatial analysis look like in future?How graph theory, cellular automata and deep learning are silently coming together to shape the future of spatial modelling.10 min read·Jun 24, 2021----
Urwa MuazinTowards Data ScienceCase Study: Training a Robust Classifier using Invariance by design Approach11 min read·May 23, 2021----
Urwa MuazinTowards Data ScienceRethinking Data Augmentations: A causal perspectiveData augmentation is a mainstream tool in Machine Learning, but do we really understand it ? Causal lens yields interesting insights!13 min read·May 20, 2021--2--2
Urwa MuazinTowards Data ScienceDomain Randomization: future of robust modeling11 min read·May 12, 2021----
Urwa MuazinTowards Data ScienceFrom Model-centric to Data-centric Artificial IntelligenceIs all the craze over new and more complex model architectures justified ?6 min read·May 9, 2021----
Urwa MuazinTowards Data ScienceSystematic Approach to Robust Deep Learning17 min read·May 9, 2021----
Urwa MuazinTowards Data ScienceInvariance, Causality and Robust Deeplearning15 min read·May 9, 2021--2--2
Urwa MuazinTowards Data ScienceStriking failure of Neural Networks due to conditioning on totally irrelevant properties of dataSusceptibility of neural networks to overfit on irrelevant properties and importance of randomizing them.10 min read·Apr 19, 2021----