Train From Singapore To Malaysia

I wonder how can I  find the website for the train from Singapore to Malaysia. I have an upcoming trip with my friends in Singapore and we're planning to do a sidetrip to Malaysia. Years ago, we rode the Sri Maju bus from Singapore to Malaysia but I heard that there's a train for that route. So, we might try that. For now, I'm doing some more research. Any suggestions are welcome.