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How To Advance In Data Science Consistent Improvement

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How To Advance In Data Science
Consistent Improvement

My suggestions and experience to turn into a top quality data scientist

Towards Data Science
Photo by Tima Miroshnichenko: https://www.pexels.com/photo/man-in-white-dress-shirt-using-laptop-7567434/

When you turn into a knowledge scientist, it’s an amazing feeling knowing that your days, weeks, and even months of studying and learning have finally paid off.

Nevertheless, that is just the beginning.

Likelihood is you don’t need to be any data scientist, but probably an amazing one. So, in this text I would like to go over several things you must do to push yourself into the highest 1% of knowledge scientists from my personal experiences and from what I actually have observed from these top echelon of practitioners.

Photo by David Gavi on Unsplash

An concept that the book Atomic Habits (by James Clear) made popular is that improving 1% each day greatly compounds over time.

  • 1% improvement each day is 1.01³⁶⁵ ~ 38
  • 1% decline each day is 0.99⁹³⁶⁵ ~ 0.026
Diagram by writer.

By making small positive selections every day as a knowledge scientist, your progress will compound, pushing you into that elite tier.

Okay sure, this sounds nice on paper, but what are you able to do to implement this in practice?

Well, the easiest way is to learn something recent every day. It doesn’t matter how small it’s, in the event you are picking up knowledge each day, useless to say, this can profit you in the long run.

I can provide you with some examples to try:

  • As an alternative of Pandas, use a package like Polars or Spark to learn a brand new data manipulation framework.
  • Write aliases for any terminal or command line prompts you continuously use.
  • When doing a code review, ask why someone has done something a certain way.
  • Pair with a software engineer to learn some productivity suggestions in your IDE.

A very good technique to keep yourself accountable is to write down down something recent you learned at…

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