Ramji BalasubramanianinFasalAI for Indian Farmers: Transforming Traditional Farmers into Technology-Driven FarmersAs per the Food and Agricultural Organisation(FAO) of the United Nation report in 2016,- Agriculture accounted for 23% of GDP and employed…Dec 31, 2021Dec 31, 2021
Ramji BalasubramanianRegularization“Many strategies used in machine learning are explicitly designed to reduce the test error, possibly at the expense of increased training…Mar 7, 2021Mar 7, 2021
Ramji BalasubramanianBatch Normalization and its AdvantagesRecently, I was reading about NFNets, a state-of-the-art algorithm in image classification without Normalization by Deepmind…Mar 6, 2021Mar 6, 2021
Ramji BalasubramanianinAnalytics VidhyaStochastic Gradient Descent (SGD)Gradient Descent, a first order optimization used to learn the weights of classifier. However, this implementation of gradient descent…Feb 1, 2021Feb 1, 2021
Ramji BalasubramanianinAnalytics VidhyaRegion — Based Convolutional Neural Network (RCNN)R-CNN is a region based Object Detection Algorithm developed by Girshick et al., from UC Berkeley in 2014. Before jumping into the…Jan 27, 2021Jan 27, 2021
Ramji BalasubramanianinAnalytics VidhyaCar Sales Prediction — Using Basic Matrix OperationsWe have been studying matrix operations like Ax = b from schooling, but have we ever realized how its simplified linear regression…Jan 21, 2021Jan 21, 2021
Ramji BalasubramanianinAnalytics VidhyaUnderstanding Gradient DescentIf you are dropped in some part of Himalayas around 8 AM, How will we think to get to the safe place before sunset ? — Gradient Descent…Jan 4, 2021Jan 4, 2021
Ramji BalasubramanianinAnalytics VidhyaHow FASTTag Works?On 27 December,2020, I was travelling to my native town for my vacation. During the travel we crossed 4 toll plazas and wondered how…Dec 28, 2020Dec 28, 2020
Ramji BalasubramanianinAnalytics VidhyaEye Tracking using OpenCVDuring my early 2000's my father used to drive me to my home town for vacation. which will take approximately 8 hours from were I live…Dec 26, 2020Dec 26, 2020
Ramji BalasubramanianinAnalytics VidhyaLoss Functions — Multiclass SVM Loss and Cross Entropy LossWhy Loss function is more important in Machine Learning Applications? In my last article we discussed about parameterized learning, such…Dec 23, 2020Dec 23, 2020
