Working on case studies is one of the best practices that will help you improve your problem-solving skills as a data scientist. In this article, I’m going to introduce you to some of the best data science case studies based on the problems of classification that will help you understand and solve problems based on classification using machine learning.
Data Science Case Studies on Classification
Click-Through Rate Prediction:
If you are getting your first data science job working for an advertising company that does internet advertising, this case study will help you a lot. By understanding the click-through rate, an ad agency selects and targets the most potential customers who are most likely to respond to ads.
This data science case study is based on classification because you have to predict whether a person will respond to ads or not. You can find this data science case study solved and explained using Python from here.
Mobile Price Classification:
Smartphones are one of the best-selling electronic devices because people keep buying new smartphones when they find new features on a new device. In such a situation, it is very difficult for someone to decide on the price of a smartphone who is considering starting a new smartphone business.
So in this task, you have to categorize the price range of smartphones to give an idea of the price range of a smartphone based on its features. You can find this data science case study on classification solved and explained using Python from here.
Gender Detection:
The prediction of a person’s gender is based on the problem of classification and computer vision. If you get your first data science job at a company that is very active in building computer vision applications, this will be the most basic classification-based task for you.
Here you need to train a model that can detect the gender of a person by taking an input image or using a real-time camera. You can find a solution for this data science case study from here.
Summary
Working on case studies is one of the best practices that will help you improve your problem-solving skills as a data scientist. I hope you liked this article on data science case studies on classification. All the three case studies mentioned in this article are solved and explained using Python. Feel free to ask your valuable questions in the comments section below.
