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…5 min read·Dec 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…4 min read·Mar 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…3 min read·Mar 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…4 min read·Feb 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…3 min read·Jan 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…2 min read·Jan 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…4 min read·Jan 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…3 min read·Dec 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…3 min read·Dec 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…4 min read·Dec 23, 2020----