"Much" and to a lesser degree "many" are used primarily in interrogative and negative sentences. See here:
Use of much / many In everyday English, we normally use much / many only in questions and negative clauses.
As a native English speaker and long-time English teacher I wouldn't use "much" in the sentence above. Check out the link for the exceptions.