In recent years, evidence for extraterrestrial life has focused mainly on the following sections, meteorites, space probes, radio telescopes, and extraterrestrial intelligence and civilization. Biochemical studies on meteorites have tried to trace fossilized microorganisms or organic molecules in living structures. Images and atmospheric information obtained from various planets by space probes have been used to uncover the habitability of other celestial bodies in the solar system. Observations of radio telescopes that receive the waves emitted by cosmic objects and display them on their screens have pave the way to estimate the habitability of heavenly bodies. As the last one, claims related to extraterrestrial intelligence and civilization have been repeatedly reported in different periods of history. All of this evidence points to the possibility of extraterrestrial life, but how close we are to confirming or disproving this hypothesis is still debatable. However, recent advancements in artificial intelligence, particularly in machine learning, have significantly enhanced the ability to analyze complex astrobiological data. This technology optimizes the processing of meteoritic data, differentiates astronomical signals, and reinterprets historical evidence, opening new frontiers in the search for extraterrestrial life. In this review, we have attempted to present the above-mentioned evidence in detail to provide a suitable understanding of the level of our extraterrestrial knowledge.