Exploring ChatGPT - ChatGPT for Data Scientists
ChatGPT use cases for Data Scientists
Data Scientist is one of the most popular jobs of the 21st century. Good salary packages, a lot of craze in the social media platforms etc make it fancier. Every day, data scientists spend a good amount of time writing code for various tasks. However, the recent AI Buzz ChatGPT can help data scientists in many ways and reduce their work burden. ChatGPT can help data scientists in the following ways
Code Generation
Code Debugging
Code Documentation
Code Understanding
Code Simplification
Code Translation
Data Science Mentor
🌴Blogposts on ChatGPT
🔎 Code Generation
You can ask ChatGPT to write python code to convert a list of tuples to a dictionary.
You can ask ChatGPT to write python code to combine two Pandas data frames.
If you observe, ChatGPT has shown multiple ways to combine data from two Pandas data frames.
🔎Code Debugging
Earlier the only option you had is Stack Overflow. You can ask ChatGPT to identify and fix the errors in the code.
Along with fixing the error, ChatGPT explained the changes made and also added comments to the code.
🔎 Code Documentation
Many of us are a bit lazy to write documentation i.e., add comments to the code which increases readability. I accept that it is boring but it is very useful. Now, you can use ChatGPT to add comments to the code.
🔎 Code Understanding
Sometimes you will find it difficult to understand the code snippets. For example, it requires a lot of expertise to write as well as to understand regular expressions to match various entities like dates, emails, URLs etc. Now you need not worry. ChatGPT not only writes regular expression for you but also explains it so that you will find it easy to understand.
🔎 Code Simplification
You can ask ChatGPT to simplify your code i.e., rewrite the code into fewer lines. This is very much very useful.
Here apart from simplifying the code using list comprehension, ChatGPT also explains the simplified code which is a bonus.
🔎 Code Translation
Suppose you have written some code in python for a task and now you want to do the same task in another programming language. Previously, you have to do it on your own. Now, ChatGPT can translate the code for you in no time.
🔎 Data Science Mentor
ChatGPT can act as a data science mentor for you. For example, suppose you want to learn MLOps and you are not clear on how to start with. In such a case, ChatGPT can help you by suggesting a road map to learn MLOps.
Similarly, you can ask ChatGPT questions related to data science. For example, you can ask ChatGPT about the various options for regularization.
In this way, ChatGPT is very helpful to data scientists to accomplish many tasks with ease.