Enhancing Your Productivity as a Data Scientist With Generative AI

This is the repository for the LinkedIn Learning course Enhancing Your Productivity as a Data Scientist With Generative AI. The full course is available from LinkedIn Learning.

Course Description

This course teaches data scientists how to use generative AI to enhance their workflow in a practical, hands-on way. Along 20 interactive use cases, instructor Tobias Zwingmann shares practical AI-augmented techniques for each stage of the data science process, including problem formulation, data preparation, modeling, and deployment. Through hands-on exercises, learn AI tools to create and optimize models, interpret results, and communicate insights effectively. Check out this course to find out how you can apply generative AI methods to significantly increase your productivity and tackle more complex data science challenges.

See the readme file in the main branch for updated instructions and information.

Instructions

This repository has branches for each of the videos in the course. You can use the branch pop up menu in github to switch to a specific branch and take a look at the course at that stage, or you can add /tree/BRANCH_NAME to the URL to go to the branch you want to access.

Branches

The branches are structured to correspond to the videos in the course. The naming convention is CHAPTER#_MOVIE#. As an example, the branch named 02_03 corresponds to the second chapter and the third video in that chapter. Some branches will have a beginning and an end state. These are marked with the letters b for "beginning" and e for "end". The b branch contains the code as it is at the beginning of the movie. The e branch contains the code as it is at the end of the movie. The main branch holds the final state of the code when in the course.

When switching from one exercise files branch to the next after making changes to the files, you may get a message like this:

error: Your local changes to the following files would be overwritten by checkout:        [files]
Please commit your changes or stash them before you switch branches.
Aborting

To resolve this issue:

Add changes to git using this command: git add .
Commit changes using this command: git commit -m "some message"