The Examples Book

Appendices

Corporate Partners National Data Mine Network Personal Programming Languages Projects Registration Seminar TA Starter Guides Template Module The Data Mine Workshops The Examples Book University Partners

Starter Guides

- Introduction
- Data Science
  - Data Modeling Process
    - Introduction
    - General Principles
    - Resampling Methods
      - Cross Validation
        
        Train, Valid and Test Splits
        
        Leave-One-Out CV & k-Fold CV
    - Modeling Process
      - Choosing a Model
        
        Flexibility vs. Interpretability
        
        Prediction vs. Inference
        
        Classification vs. Regression
        
        Parameterization
        
        Supervision
      - Step By Step Process
        
        Data Wrangling
        
        EDA: Exploratory Data Analysis
        
        Thinking About The Output
        
        Building Data Pipelines
        
        Preprocessing
        
        Training/Fitting Your Model
        
        Measuring Model Fit
        
        Model Deployment
  - Data Analysis Techniques
  - Data Visualization
    - Dashboarding Tools
      - PowerBI
      - Tableau
    - With Python
      - Matplotlib, Plotly (Programming Languages Book)
    - With R
      - Base graphics, ggplot (Programming Languages Book)
  - Gathering Data
    - Web Scraping
      - Scraping With Python
    - Free Data Sets/Sources
- Data Engineering
- Programming Languages for Data Professionals
  - Python
    - Introduction (Programming Languages Book)
  - R
    - Introduction (Programming Languages Book)
  - SQL
    - Introduction (Programming Languages Book)
  - Perl (good general purpose language to know)
    - Perl (Programming Languages Book)
- Tools, Standards & More
  - Jupyter
  - Data Ethics
  - The Bookshelf
  - Visual Studio Code (VS Code)
  - Data Formats
    - HTML
    - JSON
    - XML
  - Matlab
    - Training
  - git
  - Unix
    - Shells
    - Files
    - Jupyter Lab Kernels
    - Unix Kernels
    - awk Overview
    - bash Overview
    - Regular Expressions
    - Standard Utilities
      - man
      - pwd
      - ls
      - cd
      - type
      - which
      - touch
      - cp
      - mv
      - mkdir
      - rm
      - rmdir
      - head
      - less
      - tail
      - cat
      - diff
      - df
      - du
      - stat
      - wc
      - find
      - cut
      - sort
      - uniq
      - tr
      - sed
      - grep
      - awk
      - chmod
      - chown
      - rsync
      - ssh
      - scp
    - Text Editors
      - vim
      - emacs
      - nano
      - Sublime Text
      - VSCode
    - Other Topics
  - Windows Environments
    - Connecting to a Windows Server
- Anvil

Corporate Partners
- stable
National Data Mine Network
- stable
Personal
- stable
Programming Languages
- stable
Projects
- stable
Registration
- stable
Seminar TA
- stable
Starter Guides
- stable
Template Module
- stable
The Data Mine Workshops
- stable
The Examples Book
- stable
University Partners
- stable

Starter Guides stable

Starter Guides
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