And how to use them better

Benefits of content creation from the perspective of someone “failing” at it

  1. (Passive) Income: Monetization from affiliate marketing, ad revenue, and paid sponsorships amount to a pretty decent income if you’re…

Turns out a lot of AI Research has been getting this wrong

Once you develop your concepts, use this to get the best results

Microsoft is apparently the best place to interview. Multiple students have praised it

An interesting idea. However, how does it hold up in comparison?

An innovative approach +encouraging results make this paper worthwhile

  1. Thanks to differing data regulations, data sharing across borders can be difficult. This can lead to a lot of problems when it comes to the reproducibility of their research. To read more about the replication crisis, check out this article that explains this issue and what to do about it.
  2. More specific to Medical Machine Learning, datasets themselves are often small. Creating larger datasets requires a lot of expert time invested. …

This one has a full Wikipedia Page Dedicated to it.

No, I’m not going to tell you to do personal projects

  1. Take a combination of Math Classes. Typically involving Probability and Statistics, Calculus, Linear Algebra, and Logic.
  2. Find one or two personal projects that interest you. Really good advice will suggest building an end-to-end pipeline starting from Data Collection all the way to analysis and report generation.
  3. Look at some tutorials/documentation online for learning the implementations.
  4. Enjoy your ML expertise.

The super-secret method developed by ancient masters

  1. They are students struggling with coursework. This is the most diverse group, and they ask me to help with everything from coding, to math, machine learning, or theoretical computer science (who didn’t struggle with Finite Automata).
  2. Working professionals. These are people that are working full-time jobs in tech. They have decided to either transition into software development (like this student of mine who nailed a Facebook Software Dev job after starting…

The framework is simpler AND outperforms everything

Photo by Shahadat Rahman on Unsplash


I write high-performing code and scripts for organizations to help them generate more revenue, identify areas of investment, isolate redundancies, and automate

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