The traffic congestion continues to be a pressing issues in many cities worldwide, primarily due to excessive number of cars on the roads. Improving public transportation and implementing carpooling and ride sharing initiatives can be considered as an effective solution for this problem Initially, to encourage people to not use their cars there should be an effective public transportation system. Investing in efficient and reliable public transportation systems, such as buses, trains, and subways can provide viable alternatives to driving. For example, the cities like Tokyo and Canada has well developed public transport network. Even in India the public transportation facility in Mumbai is a big example, we can reach anywhere with the help of local trains. Similarly, implementing carpooling and ride sharing initiatives can significantly reduce the number of vehicles on the roads. Carpooling programs, supported by incentives like dedicated lanes or reduced tolls, can effectiv...