When you learn your model is overparameterized, there is no magical solution. You can do one of two things:
- Use a simpler model. Your model is too complex to be estimated from this data.
- Get better data. Effectively, that means MORE data, but better data is always helpful in such a case.
This is not something you can fix by using some other method, or by flipping some switch.
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