Gallery
Binary Classification
Bankruptcy Prediction (EX1)
Once you are finished with this task, you can see how easy it is to replace the dataset and to run all the code again. For example in this code, I am using a venture capital dataset instead of a bankruptcy dataset.
3rd Class Preparation Exercise
No Homework
There is no homework for the classification week material, this is simply some code that you can go through that might help you for your future assignments.
Loan Classification:
Finance is full of potential use-cases for classification like predicting market-regimes, predicting whether the stock price will be higher or lower in the next month or the next minute. Here are a few examples where we are credit ratings, loan classifications, and venture capital success.
Multi-classification:
Machine Learning for Company Credit Rating Prediction
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A colleague was nice enough to provide you with the data from the paper.
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Note, I haven’t developed code for this project yet, but I have developed a similar model is the past (but the data is proprietary and can’t be shared). If you are interested in learning from this code you can find it here.
Advanced Bankruptcy Prediction
If you want to start to understand some advanced modelling and data processing steps, you can look through the following example: (you can download the data here). It's just some rough coding, but it will give you an idea of a developer’s thought process.
F. Weekly Example
Medium