IJIRCSTJournal International Journal of Innovative Research in Computer Science and Technology I S Volume 12 Issue 2 Computer Science and Engineering English March - April 2024 N N Y 2024 04 19 Computer Sciences Reinforcement Learning: A Comprehensive Overview English Y 119 125 Priyanka Makkar English Y https://doi.org/10.55524/ijircst.2024.12.2.21 Machine Learning is one of the most essential parts of Artificial Intelligence. Machine learning now exists as an important innovation and has a sufficient number of uses. Reinforcement Learning is one of the largest Machine Learning applications that enable machines and software agents to work more precisely and resolve behaviors within a specific context in order to maximize their performance. The self-improvement feature, web-based learning, and minimal effort of Strengthening Learning helped the machines become smart agents in basic technology. With the development of robust and effective algorithms, there is still a lot of work to be done. Therefore, the main purpose of this study is to provide Confirmation Learning reviews and applications using various algorithms from a machine learning perspective.   English Artificial Intelligence, Machine Learning, Reinforcement Learning, Algorithms, Applications https://ijircst.org/abstract.php?article_id=1248