I know there have been many difficult conversations happening to help clarify what our apolitical culture means in pract

And that does it — these three concepts are a must to get a junior data science job, even without a college degree. Once again, you don’t have to be an expert. That’s what years of experience will make from you.

To summarize — yes, you can teach yourself data science, and no, it won’t take you years to do so. If you have a solid foundation in math, stats, and programming, it shouldn’t take you more than six months to learn data science. If not, a year should do it.

Best of all, you can learn it free of charge. I’ve watched and enjoyed math courses at Khan Academy before and during my data science education. Here are the ones I recommend:

We subsequently decided to make a generous exit package available to any employee who didn’t feel they could be on board with this direction. Today, I sent the following email to the company. Hopefully it sheds some light on how it has unfolded.

Nobody cares for your math skills if you can’t code a simple FizzBuzz algorithm. Programming is at the core of data science because it allows you to tell the computer what to do with data.

Instead, mix things up with programming and machine learning materials. The math part was boring AF for me. Life’s too short to be bored to death with theorems and equations. Take it easy — you have years to master these concepts.

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the case in recent weeks, these recent revelations have served as yet another sobering reminder of just how fragile what’s left of our democracy really is. We may have defeated the fascist this time, but who’s to say we can rely on a few wealthy men to pressure the next one who comes along in the right direction? Are we really prepared to exit this moment, go “back to brunch” like it never happened, and pretend as though there’s no reason to be concerned any longer? As I have said now countless times before, for a multitude of reasons too numerous to list, all signs point to the country being in for some dark days ahead.

Last week, I shared that Coinbase is a mission focused company. The post received quite a bit of attention, and sparked a lot of debate about how companies should operate.

Python is considered a go-to language for data science and machine learning. It is easy to learn but tough to master — so you’ll need a couple of years to become an expert.

You should dive into data science and machine learning ASAP. Get your hands dirty as soon as you can to see if this field is right for you. There are many learning resources online, both free and paid.

Remember to mix things up and take it easy. Don’t burn yourself with math. When it feels like it’s too much, take a couple of days off and focus on programming. Take it day by day and use your best judgment.

If you want to learn data science and machine learning for free, start with Introduction to Statistical Learning. It was a mandatory read on my data science Master’s for a good reason — it delivers. It’s not the most user-friendly book, and the examples are in R, but the theory sticks after a single reading.

If you’ve grasped the materials from these three books, I have good news for you — you are job ready! Maybe not in data science, but you shouldn’t have much trouble getting a job as a Python programmer.

The Head First book series offers something for Python too. Their Head First Python is by far the easiest for complete beginners. If you still find it too advanced, their Head First Learn to Code is something even your grandma could understand.

Remember to mix things up and take it easy. Don’t burn yourself with math. When it feels like it’s too much, take a couple of days off and focus on programming. Take it day by day and use your best judgment.