The article highlights the urgent need for creative solutions to solve pollution, recycling, and trash management as it analyses the growing problems brought on by the world's growing garbage creation. The application of artificial intelligence $($AI$)$ in waste management is thoroughly reviewed by the authors, covering everything from waste$-$to$-$energy and smart bins to trash$-$sorting robots, logistics$,$ and disposal. The study demonstrates the potential advantages of artificial intelligence $($AI$)$ in garbage logistics by reducing transportation distance, saving money, and improving time efficiency. It highlights how accurate AI is in identifying and classifying garbage, with results ranging from $72\mathrm{.}8\%$ to $99\mathrm{.}95\%.$