SDAL
  • Data Science Process, Tools & Examples

Data Science Framework

  • Data Science Framework & Processes
  • Ethics Checklist

Data Discovery

  • Identification
  • Screening
  • Inventory
  • Data Access

Data Profiling

  • Quality
  • Structure
  • Metadata

Data Preparation

  • Cleaning
  • Transformation
  • Restructuring

Data Linkage

  • Ontology Alignment
  • Entity Resolution

Data Exploration

  • Characterization
  • Visualization

Data Analysis

  • Inference
  • Textual Analysis
  • Network Analysis
  • Agent Modeling
  • Machine Learning

Data Fitness

  • Fitness for Use

Data Science Platform

Server Configuration

  • Encrypted Storage
  • LXC Container Configuration
  • Authentication Configuration
  • Permissions Configuration
  • Software Configuration
    • Apache Spark
    • RStudio Server
    • Shiny Server
    • Jupyter Server
    • PostgreSQL

Workstation Configuration

  • Mac
  • Linux
  • Windows

Code Examples & Tools

Code Examples

  • R
  • Python
  • Bash
  • SQL

Tools

  • d3
  • iGraph
  • GATE
  • MANN
  • SAFR-Link
  • Protege

Data Management

  • Data Management Plan

Project Management

  • Project File Layout

LXC Container Creation & Configuration

LXC Container Creation

LXC SSHFS Setup (Centos 7)

LXC Container Configuration

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