Module IV: Full-Stack Data Apps

flowchart LR
  DSc(Data Apps)  --> Data(Data Wrangling)  --> EDA(EDA) --> DV(Visualization)
  EDA --> LP(Literate Programming)
  
  DSc --> Repr[Reproducibility] --> DP[Data Pipelines]
  DSc --> M[Modeling] --> Pymc(PyMC) --> Tr[Torch]
  DSc --> MLP[ML Pipes] --> Srv(Serving Models)
  
  DV --> FS[/Full Stack Apps/]
  Tr --> FS
  Srv --> FS

  Repr --> LP
  DP --> FS
  FS --> Dep[Deploy]

Figure 1: We will need to learn a lot of engineering and new tools, so that we’re able to collect, clean, explore, visualize data, train models, and build useful applications which improve outcomes for our clients.