Stock market indices like Nifty can help investors make money. This study looked at how Asian stock markets affect Nifty. They used machine learning to see if they could predict changes in Nifty based on Asian markets like Singapore, Hong Kong, South Korea, Japan, China, and Taiwan. The researchers found that there is a connection between Nifty and these Asian markets. They also discovered that using gradient boosting regression gives better predictions for Nifty compared to linear regression.