Divyanshu MishrainTowards Data ScienceClass ImbalanceIn this post, we discuss the problem of class imbalance and the techniques which might help to improve the performance of the model·10 min read·Jul 27, 2021--1--1
Divyanshu MishrainTowards Data ScienceDeformable Convolutions DemystifiedDeformable Convolutions are gaining popularity and are being applied in sophisticated computer vision tasks such as Object Detection. In…·8 min read·Sep 30, 2020--2--2
Divyanshu MishrainTowards Data ScienceWeight Decay == L2 Regularization?Neural Networks are great function approximators and feature extractors but sometimes their weights become too specialized and cause…·8 min read·May 9, 2020--3--3
Divyanshu MishrainTowards Data ScienceTransposed Convolution DemystifiedTransposed Convolutions is a revolutionary concept for applications like image segmentation, super-resolution etc but sometimes it becomes…·6 min read·Mar 10, 2020--4--4
Divyanshu MishrainTowards Data ScienceTranslational Invariance Vs Translational EquivarianceConvolutional Neural Networks have been the go-to architecture for Image and video-based tasks like classification, localization…·6 min read·Jan 17, 2020--6--6
Divyanshu MishrainTowards Data ScienceRegression: An Explanation of Regression Metrics And What Can Go WrongConfused why R² is negative? Read below to find out more.·8 min read·Dec 6, 2019--6--6
Divyanshu MishrainTowards Data ScienceConvolution Vs CorrelationConvolutional Neural Networks which are the backbones of most of the Computer Vision Applications like Self-Driving Cars, Facial…·6 min read·Nov 13, 2019--3--3
Divyanshu MishrainTowards Data ScienceDemystifying Convolutional Neural Networks using ScoreCamRecently, more and more attention is focussed on the interpretability of the Machine Learning models mainly Deep Learning ones because of…·9 min read·Oct 16, 2019--2--2
Divyanshu MishrainTowards Data ScienceDemystifying Convolutional Neural Networks using GradCamConvolutional Neural Networks(CNNs) and other deep learning networks have enabled unprecedented breakthroughs in a variety of computer…·6 min read·Oct 15, 2019--3--3
Divyanshu MishrainTowards Data ScienceDemystifying Convolutional Neural Networks Using Class Activation Maps.Machine Learning is gaining exponential momentum every day and its applications are increasing in every domain whether it be a trivial…·7 min read·Sep 26, 2019--4--4
