There are a total of 82 collectible locations in Thief. Finding all collectibles will earn you the What's Yours is Mine trophy / achievement. One collectible is obtained automatically during the prologue and cannot be missed. The rest is scattered across all main missions, client jobs and the open world (The City).
Finding all collectibles in the first chapter will also unlock "Two-Faced" - Uncover Lyegrove's secret.