How to erase objects

Hi, I admit that I rather carelessly built lots of large objects and therefore ran out of memory. Most objects, which I have at the moment are now unnecessary, but it would take a lot of time to recreate the last few ones from scratch. So I would like to erase (get rid of) selected objects in order to be able to continue. Does anyone know how I could do this? 

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