Published inTowards Data ScienceMADE — Masked Autoencoder for Distribution EstimationAn in-depth explanation of Masked Autoencoder for distribution estimation (MADE)Feb 18, 20213Feb 18, 20213
Published inTowards Data ScienceWhat is Rejection Sampling?Rejection sampling is a Monte Carlo algorithm to sample data from a sophisticated (“difficult to sample from”) distribution.Feb 15, 20216Feb 15, 20216
Published inTowards Data ScienceBut what is Entropy?Gain intuitive and mathematical insights about entropy with examples from a variety of perspectivesJul 13, 20203Jul 13, 20203
Published inTowards Data Science[Paper Summary] Distilling the Knowledge in a Neural NetworkKey Insights from the paper that started the research area of Knowledge DistillationJun 30, 20202Jun 30, 20202
Published inTowards Data Science[Knowledge Distillation] FitNets : Hints For Thin Deep NetsReview of techniques to distill information from teacher to student by using the outputs of the middle layers of the teacher networkJun 29, 2020Jun 29, 2020
Published inTowards Data Science[Paper Summary] On the detection of digital face manipulationHow to detect fake face images and localize the manipulated parts by using attention mapsDec 2, 20191Dec 2, 20191
Published inTowards Data Science[Paper Summary] Deep Tree Learning for Zero-Shot Face Anti-SpoofingAn interesting and viable take on how to detect unknown face spoof types described by a best paper finalist at CVPR2019Dec 1, 20191Dec 1, 20191
Published inTowards Data ScienceFind thy hyper-parameters for scikit-learn pipelines using Microsoft NNIHow to use Microsoft NNI and automate hyper-parameter search for scikit-learn pipelines using scikit-nniNov 6, 2019Nov 6, 2019
Published inTowards Data ScienceBut what is a Random Variable ?Clear and simple explanations for what Random Variables are and their connections to probability theory.Nov 1, 20193Nov 1, 20193
Published inTowards Data ScienceA unified method for downloading, extracting, processing & using datasetsIntroduction to tensorflow_datasets and how to use it for private datasetsSep 18, 2019Sep 18, 2019