Labs → Data Understanding and Data Preparation
Data Understanding and Data Preparation Every Phase II & III activity with its owner, one continuous clinic-chatbot example, two go/no-go gates, the Phase III master sequence and 360+ tap-to-explain terms.
D-III · Data Understanding & Preparation ~45 min
What this page covers Identify data SMEs Define required data Identify data sources & locations Privacy, compliance & access Govern & design the pipelines Coordinate AI workspace & infrastructure Choose the data integration framework Gather, land & reconcile the data Oversee data evaluation + EDA Gate 2 · Does the data meet solution needs Convey data understanding to leadership Phase III — practical implementation steps Transform (a) — Cleanse Transform (b) — Filter Transform (c) — Label Split first — evaluation isolation Transform (d) — Feature engineering Transform (e) — Balance & enlarge Same word, different thing — five name clashes Gate 3 · Validate & gate Looking ahead · Operate Abbreviations