hey @GSA, as far as i know you can’t create a DatasetDict object directly from a python dict, but you could try creating 3 Dataset objects (one for each split) and then add them to  DatasetDict as follows:
dataset = DatasetDict()
# using your `Dict` object
for k,v in Dict.items():
    dataset[k] = Dataset.from_dict(v)