IBM Modeller has a Machine Learning toolkit that deploys most of the top algorithms on your dataset. The old saying of "garbage in, garbage out" holds true but the software gives some easy ways to test things out.
The analysis below looks across S&P500 stocks and tries to determine which industry they are in given their financial ratios.
First, you setup the model and partition that data:
After running the setup above we can see the output across numerous models.
Here is the output:
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