AI Patasala Machine Learning Course Projects by Students
Fraud Detection Architecture
Problem Statement
- With the advancements in technology, credit card fraudulent activities have become more prevalent
- Credit card fraud leads to the loss of billions of dollars for consumers and financial companies
- In 2020, US alone lost whopping $9.47 billion through illegal credit card transactions
Solution
- We will be developing a fraud detection model using Machine Learning
- This model can be built using different ML algorithms
- We will also plot the respective performance curves for the models
- We will learn how data can be analyzed and visualized to discern fraudulent transactions from other types of data
The aim of this project is to build a model that is capable of detecting credit card fraudulent transactions.
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Profitable Customer Segments Architecture
Problem Statement
- Targeting potential users based on their peculiar interests can help enterprises in achieving the desired results
- But how to analyze and segment users based on their interest? This is a critical challenge for enterprises
Solution
We can group customers into sections of individuals who share common characteristics. This approach is called Customer Segmentation
- Customer Segmentation is one the most important applications of unsupervised learning
- This technique can help enterprises in identifying several segments of customers
- Companies can easily identify and target their potential user base
- Customer segmentation helps in delivering personalize experiences to customers
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