Gandhi's mother and Congress president Sonia Gandhi also appears to find mention in the memoir.
The NYT review said in the memoir "we are told of the handsomeness of men like Charlie Crist and Rahm Emanuel, but not the beauty of women, except for one or two instances, as in the case of Sonia Gandhi."
Former US Secretary of Defence Bob Gates and former Indian prime minister Manmohan Singh both come across as having a kind of impassive integrity, the review states.
It added that Russian President Vladimir Putin reminds Obama of the tough, street-smart ward bosses who used to run the Chicago machine.