Naveen Mathew Nathan S.Getting a job is a realization of a random eventTL;DR: Job seekers — don’t get frustrated by rejections. Work on ‘controllable factors’ to maximize your chances. If you already have job…2 min read·Jun 27, 2023----
Naveen Mathew Nathan S.Between a job application and an interview — data science / machine learning tech jobsThis is a follow up to my previous article on applying for tech jobs (data science / machine learning job application processes are…4 min read·Nov 21, 2022----
Naveen Mathew Nathan S.Applying for technology jobsThis article aims to document important aspects of my job search in the USA. This article will focus on online job applications only (I’m…3 min read·Nov 18, 2022----
Naveen Mathew Nathan S.Manufacturing polynomials using a sigmoid neural network — practicumIn the previous article I discussed a possible way to create polynomial bases (plural of basis in linear algebra) to approximate a…4 min read·Aug 15, 2022----
Naveen Mathew Nathan S.Manufacturing polynomials using a sigmoid neural networkThe objective of this article is to understand how (deep) neural networks with sigmoid activation can manufacture polynomial-like…6 min read·Dec 29, 2021----
Naveen Mathew Nathan S.Understanding the Expressive Power of Neural Networks — ReLU Activation7 min read·Dec 28, 2021----
Naveen Mathew Nathan S.Does python prioritize True in ‘or’ and False in ‘and’ condition checks?Background4 min read·Oct 31, 2021--2--2
Naveen Mathew Nathan S.inTowards Data ScienceRidge regularization on linear regression and deep learningMathematical and geometric treatment of ridge penalty; relevance to regression and deep learning4 min read·Oct 5, 2019----
Naveen Mathew Nathan S.inTowards Data ScienceLasso regularization on linear regression and other modelsA mathematical analysis of the effects of lasso penalty and its effects on linear regression, including possible extensions to deep…5 min read·Sep 30, 2019----
Naveen Mathew Nathan S.inTowards Data ScienceDifferent forms of regularization and their effectsA mathematically rigorous analysis of regularization with examples of L1, L2 and dropouts6 min read·Sep 21, 2019----