Your fitness strategy should have 3 equally important parts:
For mobility you only need a yoga mat as equipment and maybe some elastic bands. For cardio you need a pair of good jogging shoes or a bike.
When it comes to strength you do need some heavy equipment. However this do not need to take up a lot of space.
The exercises ...