Deducting HELOC interest after the fact

Hi - I renovated my pool two years ago for $50k.  Now I want to use that cash for an outside investment.  Can I take out a HELOC or Home Equity loan for $50k now and deduct the interest as home improvement expense?  I did spend $50k on improving the property, there is just a timing difference.

 

Thanks!