Data Resources - KeynesYouDigIt/Knowledge GitHub Wiki

organize me

• short vid - Convolutional Neural Nets - the game changer https://www.youtube.com/watch?v=py5byOOHZM8
• long article - bayes for hackers
• write - Business-Statistics
• Alpha Go doc https://www.youtube.com/watch?v=WXuK6gekU1Y
• long article https://dataorienteddesign.com/dodbook/node2.html
• Short Talk - (Review and make notes) - statistics for hackers
• medium talk - Computer Scientist Explains One Concept in 5 Levels of Difficulty https://www.youtube.com/watch?v=fOGdb1CTu5c

Engineering

Heavy crossover with Software-development

A solid definition and explanation

• Sending and Receiving data

  • Encoding Data

  • Data exchange Architectures

    • REST
    • Streams?

  • Data exchange Design Patterns

    • Stream data is processed & stored as it's observed

    • Batch data is processed & stored in batches

    • Service Oriented Architecture

  • Tools for Data exchange and manipulation

    these tools are mostly independent of any design pattern or philosophy

    • Python libraries for data stuff

• Storing and Retrieving data

  • Concepts that apply to most Databases

  • Data Storage Design Patterns

    • Data Lake
    • Data Warehouse

  • Types of Databases

    • Relational

      • Relational database theory
      • tooling
        • Postgres

    • Unstructured and Semi structured

      todo - seperate us into other categories!
      • Unstructured and Semi structured database theory
      • tooling
        • Mongo
        • Redis

    • Graph

      • theory
      • tooling
        • GraphQL
        • Neo4j

  • Database Infrastructure

    • Replication & Partitioning todo - make each of these their own section

AnalysisXEngineering

What-data-scientists-wish-data-engineers-knew

Analysis

Statistics

Visualization

• Data-Visualization
• d3