What is the definition of knowledge within data science?
The definition of knowledge varies based on the context, but can be broadly defined as actionable information based on further analysis (statistical, heuristic, or otherwise) of those patterns, associations, or relationships identified in the raw data.

Put another way, knowledge is defined by what information will most prove actionable based on the needs of the client or user (sometimes called the semantics).