Kapil SachdevainTowards Data ScienceMADE — Masked Autoencoder for Distribution EstimationAn in-depth explanation of Masked Autoencoder for distribution estimation (MADE)8 min read·Feb 18, 2021--3--3
Kapil SachdevainTowards Data ScienceWhat is Rejection Sampling?Rejection sampling is a Monte Carlo algorithm to sample data from a sophisticated (“difficult to sample from”) distribution.7 min read·Feb 15, 2021--6--6
Kapil SachdevainTowards Data ScienceBut what is Entropy?Gain intuitive and mathematical insights about entropy with examples from a variety of perspectives12 min read·Jul 13, 2020--2--2
Kapil SachdevainTowards Data Science[Paper Summary] Distilling the Knowledge in a Neural NetworkKey Insights from the paper that started the research area of Knowledge Distillation7 min read·Jun 30, 2020--2--2
Kapil SachdevainTowards 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 network6 min read·Jun 29, 2020----
Kapil SachdevainTowards Data Science[Paper Summary] On the detection of digital face manipulationHow to detect fake face images and localize the manipulated parts by using attention maps6 min read·Dec 2, 2019--1--1
Kapil SachdevainTowards 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 CVPR20196 min read·Dec 1, 2019--1--1
Kapil SachdevainTowards 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-nni9 min read·Nov 6, 2019----
Kapil SachdevainTowards Data ScienceBut what is a Random Variable ?Clear and simple explanations for what Random Variables are and their connections to probability theory.10 min read·Nov 1, 2019--3--3
Kapil SachdevainTowards Data ScienceA unified method for downloading, extracting, processing & using datasetsIntroduction to tensorflow_datasets and how to use it for private datasets11 min read·Sep 18, 2019----