Mukherjee

Explaining how to use Docker, Flask, and Gunicorn to deploy your models onlineMLOps as an Intersectional Venn-diagram An end-to-end Machine Learning solution is an important way to bring AI to production and make it available for mass consumption and usage. But today, most AI practitioners simply do the pre-processing, training, evaluation and tuning stages and leave the remaining part to DevOps engineers.As such, a new field of development named MLOps has come into the mainstream. The focus has shifted from simply…

Explaining how ResNet-50 works and why it is so popularResnet-50 Model architectureThe ResNet architecture is considered to be among the most popular Convolutional Neural Network architectures around. Introduced by Microsoft Research in 2015, Residual Networks (ResNet in short) broke several records when it was first introduced in this paper by He. et. al.The requirement for a model like ResNet arose due to a number of pitfalls in modern networks at the time.Difficulty in training deep neural networks: As the number of…

After five years of negotiations involving the government, tech companies, and civil society activists, the world's largest democracy is sending its debate on privacy back to the drawing board. The Indian government has junked the personal data protection bill, and decided to replace it with “a comprehensive legal framework.” If the current anarchy wasn't bad enough, nobody knows what the revamped regime will contain — whether it it will put individuals first, like in Europe, or promote vested commercial and party-state…

When you place orders for multiple products with an eCommerce platform, you likely end up spending more time tracking the orders than you do buy them at nearby stores, to the extent that you lose faith in the efficiency of the eCommerce website. Inventory management through a distributed order management system is what most of these eCommerce platforms require to overcome supply chain management challenges. Fluent Commerce India is a cloud-based order management system (OMS) that enables an Omni-channel strategy for…