Noise-cancelling headphones and music / sound apps are essential. I had several months of this when neighbours built an extension and excavated half the garden, and nearly went mad, but the headphones really helped.
One tip: if you have to do online presentations or have particular meetings that you don't want to be disrupted by noise, you may be able to negotiate a quiet hour or two if you can get on the builders' good side, or try to schedule things for after they have gone for the day.
Also essential to make sure you get out of the house for a break each day to get some peace and quiet if you can. If you have any holiday to spare, consider using it during the early stages of the project, which is likely to be noisiest.
Alternatively, do you have any friends nearby where you could go and work for an hour or two, or a local library?
Meanwhile, keep track of their working hours and contact your neighbours if they are exceeding what is reasonable. With the owners away, they may think they can carry on into the evening or at weekends (beyond what the local guidelines might say). If you have any problems, contact your neighbours, but obviously try to keep on friendly terms.