The sinking of the Titanic is as popular as this dataset. This is the maiden project for most data science and ML newbies and serves as a very good entry point into this arena. The question to be answered here is, based on features such as age, gender, socio-economic status etc, will a particular passenger survive this disaster or not?
Happy (machine) learning!