The deoxyribose sugar and phosphate group are bonded by a covalent bond, which forms when atoms share electons.
So for a summary:
Deoxyribose to phosphate = covalent
Deoxyribose to base = covalent
Nucleotide to nucleotide = covalent
Base to base = hydrogen