PinnedAkash ShastriinTowards Data ScienceAll the ways to initialize your neural networkIn this article, I evaluate the many ways of weight initialization and current best practices.8 min read·Oct 30, 2020----
PinnedAkash ShastriinTowards Data ScienceRegularization. What, Why, When, and How?In this article, I want to take an in-depth look at regularization.5 min read·Oct 24, 2020----
PinnedAkash ShastriinTowards Data ScienceCross-Entropy Demystified.For the longest time, I had not completely understood Cross-Entropy loss. Why did we take exponents (softmax)? Why did we then take the…5 min read·Oct 6, 2020----
Akash ShastriWhen your idols come crashing downA story about my relationship with my father6 min read·Sep 8, 2021----
Akash ShastriinTowards Data Science3 neural network architectures you need to know for NLP!In this article, I will discuss what I think are the three most important architectures to be aware of for NLP.6 min read·Nov 25, 2020----
Akash ShastriTax Jargon for Millennials.This is a beginner blog post for people who don’t know anything or know very little about the tax system.5 min read·Nov 24, 2020----
Akash ShastriinTowards Data Science3 decision tree-based algorithms for Machine LearningIn this article, I will discuss some of the most widely used DecisionTree-based algorithms for machine learning.6 min read·Nov 18, 2020----
Akash ShastriinTowards Data Science5 Neural network architectures you must know for Computer VisionIn this article, I list my top 5 neural network architectures for computer vision in no particular order.7 min read·Nov 10, 2020----
Akash ShastriinTowards Data ScienceWhy I use Fastai and you should too.This is part 1 of a multipart series: The things I love the most about my favourite deep learning library, fastai.7 min read·Nov 10, 2020----
Akash ShastriEasiest Fastai installation for windowsThe easiest installation of windows I have found is with Anaconda. Anaconda is a Package manager that helps you install and maintain the…1 min read·Oct 4, 2020----