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 modelJul 27, 20211Jul 27, 20211
Divyanshu MishrainTowards Data ScienceDeformable Convolutions DemystifiedDeformable Convolutions are gaining popularity and are being applied in sophisticated computer vision tasks such as Object Detection. In…Sep 30, 20202Sep 30, 20202
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…May 9, 20203May 9, 20203
Divyanshu MishrainTowards Data ScienceTransposed Convolution DemystifiedTransposed Convolutions is a revolutionary concept for applications like image segmentation, super-resolution etc but sometimes it becomes…Mar 10, 20204Mar 10, 20204
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…Jan 17, 20206Jan 17, 20206
Divyanshu MishrainTowards Data ScienceRegression: An Explanation of Regression Metrics And What Can Go WrongConfused why R² is negative? Read below to find out more.Dec 6, 20196Dec 6, 20196
Divyanshu MishrainTowards Data ScienceConvolution Vs CorrelationConvolutional Neural Networks which are the backbones of most of the Computer Vision Applications like Self-Driving Cars, Facial…Nov 13, 20193Nov 13, 20193
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…Oct 16, 20192Oct 16, 20192
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…Oct 15, 20193Oct 15, 20193
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…Sep 26, 20194Sep 26, 20194