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

Starter Guides

    • Introduction
    • Data Science
      • Data Modeling Process
        • Introduction
        • General Principles
          • The Meaning of f(x) in Data Science
          • Bias Variance Tradeoff
          • Curse Of Dimensionality
          • Frequentism and Bayesianism
        • 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
        • Introduction
        • Natural Language Processing(NLP)
          • NLTK (Natural Language Toolkit)
          • Sentiment Analysis
          • Chatbots
          • Prodigy
            • Deploy and Access
          • Word Embeddings
            • Protein Sequence Embedding
          • Transformers
        • GIS
          • GIS Basic Example
          • ArcGIS
          • Basic PostGIS
          • Advanced PostGIS
          • Map Matching
          • Route Optimization
        • Neural Networks/Deep Learning
          • Recurrent Neural Networks
          • Convolutional Neural Networks
        • Computer Vision
        • Clustering
        • Trees
        • Naive Bayes
        • k-Nearest Neighbors
      • 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
      • Databases
        • SQL
          • SQLite
      • Containerization and Kubernetes
        • Containers
        • Using Data Mine Containers
          • Container Tag Library
        • Kubernetes
        • Deploy Your First Application
        • PySpark
      • SLURM (Simple Linux Utility for Resource Management)
        • SLURM Jobs on Anvil
      • FastAPI Example
    • 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
        • Github Desktop
        • Workflows
        • Setup git on Anvil
        • git CLI on Anvil
        • git Terminology
      • 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
          • ~ & . & ..
          • Piping
          • Redirection
          • Environment Variables
          • Scripts
          • Permissions
          • Cron
          • systemd
          • Setting Up VMs
      • Windows Environments
        • Connecting to a Windows Server
    • Anvil
      • Anvil Setup Roadmap
      • What is RCAC?
      • Anvil Resource Guide
      • User Account (ACCESS) Setup
        • Purdue User Setup
        • General User Setup
        • Other User Setup
        • ACCESS Email Update
        • Helpful ACCESS Links
      • Setup git on Anvil
      • Push Code to Github From Anvil
      • Uploading Data
      • Getting Started with Anvil
      • Setting up a Windows VM on Anvil
      • Using GPU’s on 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
Starter Guides stable
  • Starter Guides
  • Tools, Standards & More
  • Data Formats
  • JSON
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