Machine Learning Product Strategy: Defining a New Category
Machine learning research creates solutions to long standing business problems, driving the need to create new categories. Product strategy needs to be built for the new category and adapted for a model-based product.
February 9th, 2021
Why Do Models Drift?
Data drifts. Models lose accuracy. They require monitoring to detect drift and retrain to prevent failures. Why? Let me explain in non-math terms.
February 5th, 2021
Framing a Business Problem as a Data Science Problem
Is the business problem a data science problem? Reframing the business problem answers this question and allows you to assess the feasibility of your independent project. This is a key step to move past toy projects and build one that gets you hired.
January 21st, 2021
Monetizing Your Data Science Content: Creating a Unique Position in the Space
What makes some people stand out to gain thousands of followers? There is something special about successful content creators. Capture that so you can start making money from your content.
January 20th, 2021
How to Earn Money from Your Free Data Science and Machine Learning Content
You are building useful content and giving it to the community for free. You deserve to get paid for your efforts. It is difficult so I am launching a series to teach you what has worked for me and other content creators.
January 19th, 2021
Data Science Independent Project 1: Building a Machine Learning Business Case
Building a business case for a machine learning project sets candidates apart from the crowd. This project proves your business acumen and ability to build solutions based on a business problem.
January 12th, 2021
18 Independent Projects That Get Aspiring Data Scientists Hired
An independent portfolio of projects helps aspiring Data Scientists break into the field. I outline 18 project categories that will showcase your ability to contribute from day 1.
January 7th, 2021
How to Write A Data Science Resume
The best data science resumes have a lot in common. Here is a detailed guide to building an effective resume.
December 22nd, 2020
Machine Learning Basics. What to Learn, Before You Learn About Data Science.
Here are some specific sources to get started learning the field. I will keep these updates going forward.
December 21st, 2020
The Interview Bank: Kruthika Simha, ML Engineer at Apple
In today’s interview, we talk with Kruthika Simha about her journey into ML, life at Apple, and navigating the job market as a student. The interview has been paraphrased for brevity.
November 13th, 2020