Software cost estimation is crucial for managing expenses in the fast-growing software industry. Traditional methods struggle with accuracy due to the complexity of the development process. To address this, machine learning techniques are being used to create more reliable cost estimates. Various approaches have been proposed and tested, showing promise in improving the accuracy of software cost estimation.