There are many equations in machine learning but for interviews, you need to know these — I should preface this blog with the intended audience — it is for those who are interested in machine learning engineering interviews not research scientist (or similar roles like data science). …

Answering the question you are asked in an ML interview at top companies will not get you the offer — Suppose you get a call from the recruiter of your dream company where you have applied for the ML Engineer role. You have set a date and started preparation with an ML study guide like this one or similar. On the day of the interview, you are able to answer…

A template to answer any Machine Learning System Design question at your next interview. — This template will guide you through almost any ML system design question that you can get in an interview. It is important to note that this template is intentionally generic so that when you find a new system design question, it is easy to fill in each section.​ Below is…

Follow this study guide to be successful in a Machine Learning interview at top tech companies. — I have given and took many Machine Learning Engineering (MLE) interviews at companies like Google, Twitter, Lyft, Snapchat and others. Since I have been on both sides of the interviewing process for MLE, I can tell you that unlike software engineering, the interview process for MLE is chaotic. By chaotic…

In this tutorial (derived from my original post here), you will learn what Generative Adversarial Networks (GANs) are without going into the details of the math. After, you will learn how to code a simple GAN which can create digits! Analogy The easiest way to understand what GANs are is through…