His last name is not given in the film and is not necessarily guaranteed to be Ned Leeds, a character from the comics, but he was inspired by him and is an amalgamation of various Spider-Man characters.
Ned is Peter Parker's classmate and best friend who is studying at Midtown School of Science and Technology.
Ned first met Peter at Midtown School of Science and Technology. Peter is Ned's best friend. When Ned saw Peter climbing on the ceiling wearing a Spider-Man suit, he knew that Peter is Spider-Man. He helped Peter to become an Avenger.
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