light penetrates in useful intensity for photosynthesis to about 200m so that seems like a decent cutoff for "deep sea" for the purposes of discussion around the unique communities there
Except that much/most of the life in that top 200m regularly commutes into the depths in pursuit of food/shelter/temperature. We all like sea turtles. Leatherbacks regularly dive to well over 1000m.