15 Common Coding Mistakes Data Scientist Make in Python (and How to Fix Them)

15 Common Coding Mistakes Data Scientist Make in Python (and How to Fix Them)

Data scientists are known for writing bad code. 15 Common Coding Mistakes Data Scientist Make in Python (and How to Fix Them). Surely you will make one of the following errors.

I gradually realized in my data science career that by applying software engineering best practices, you can deliver better quality projects. Better quality might be less bugs, reliable results and higher productivity in coding. This article is not intended to introduce you to these best practices in detail. Instead, it summarizes the most common mistakes I encountered (and made myself too) and offers methods, ideas and resources on how to best tackle them.

When reading my article, you might be tempted to think “Well, when I work on my own I don’t really need to follow this advice because I know my code”. Chances are that at least one other person will read your code: your future self. What you find self-evident at the moment will be total nonsense months later. Let’s make her life easier by avoiding the following mistakes.I gradually realized in my data science career that by applying software engineering best practices, you can deliver better quality projects. Better quality might be less bugs, reliable results and higher productivity in coding. This article is not intended to introduce you to these best practices in detail. Instead, it summarizes the most common mistakes I encountered (and made myself too) and offers methods, ideas and resources on how to best tackle them.

When reading my article, you might be tempted to think “Well, when I work on my own I don’t really need to follow this advice because I know my code”. Chances are that at least one other person will read your code: your future self. What you find self-evident at the moment will be total nonsense months later. Let’s make her life easier by avoiding the following mistakes.

python pandas coding coding-style data-science

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