These latest weeks have been very hard.
These last few weeks have been very hard.
Use last for a recent period of time: ‘the last few weeks’, ‘these last few years’.
Use latest for the newest or most recent thing: ‘the latest technology’, ‘her latest film’, ‘the latest news’.
See LAST