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Abstract
Investment is the core entity observed in human beings which is not there in other species. Investment is important as it ensures present and future long term financial security. There are various alternatives of investments, to mention some of them are like stocks, bonds, ETFs which generates passive income in terms of dividend, appreciation in value. Although only investment in stocks is risky as it can generate negative returns, it is better said to invest in different types, mixed with low and high risk such as real estate, commodities, stocks, bonds, ETFs. All such types of investments can be thought as long term investments which may yield some future income. In this paper, Long Term Equity Anticipation Securities (LEAPS) have been observed through machine learning kind of perspective as a source of passive income in Indian scenario.