It’s important to know that having fundamental JS knowledge should be given higher priority than having framework or lib

When I first started learning Python, I also thought the books and courses I took made a very big deal of bugs in code. Because then, the code I wrote was not sophisticated enough to generate giant pain in the a** bugs or errors.

It sounds corny, but a big part of Ben’s success lies in the fact that he was honest with himself about his own strengths and weaknesses. When Ben’s father bought him a computer, he didn’t teach himself coding — he learned how to draw on a computer program that took 5 floppy disks to run. In fact, he wanted to become a cartoonist as a kid. Is MailChimp an incredible feat of engineering? Perhaps. But its core strength is creativity, and that is, apparently, enough to build a billion-dollar tech company.

First of all, the docstring does not give a good description of the function. If we spend some time reading the code, we will realize that its main purpose is to read a csv file from path argument and subset it using country argument and return top 25 most populated cities of that country.

The first sentence should contain the purpose of the function, like a topic sentence in an essay. It should start right after opening the triple quotes. Optional explanations should be given as separate, unindented paragraphs:

To add, I particularly like Andrei Neagoie’s Zero to Mastery Course (the first link above). Not just because his course is one of the most actively updated ones (he recently updated his to the 2021 version) but because of the huge active community around it. I’m currently part of a community of thousands of learners and an awesome smaller study group of 30 that makes learning more fun and engaging.

If you still think like that, try to write a script/program that actually works with at least 200 lines long, and then we will talk. In the meantime, consider this function:

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mely confusing to me since the data types of my Pandas dataframe matched perfectly with those defined in the SQL Server table. In particular, the data that I was trying to load was a time series with a timestamp and measurement columns some metadata columns.

A common mistake many beginners make is writing too long and complicated functions. It is always recommended to design functions to only perform one specific task. Small and precise functions are easy to test and debug with modern IDEs and will be flexible.

Perhaps. However, it is not the only way, as I can also do so by going deep into a problem domain. Nonetheless, I know learning software development is useful either way and can widen my perspective as I’m building my career in the tech industry.

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Learning web development can allow me to learn the ins and outs of software development in a fun and visual way, while at the same time learning some skills that can be useful in my career as a data scientist.

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If you pay attention, the main purpose of the function is done in a single line (right after the second comment). The other lines are performing cleaning tasks that are not very clear.

Now, you might be thinking: ‘I never had to spend more than 2–3 minutes if my code generates an error. I could always solve them with simple print statements and playing around...’ That’s a classic rookie misunderstanding.

Could be. Up until now, I know the definition of DS-related roles is still murky but one thing certain about ML engineers is their superior technical prowess versus your average data scientist. I guess, learning how to deploy web apps and tinker on the back end of stuff is a pathway to having a skillset closer to that of an ML engineer.