Managing Data for AI

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Data is at the heart of AI. It should be no surprise then that proper data management is crucial for AI projects. In this course we’ll go over the fundamentals of managing data for AI including understanding how to collect, store, and monitor data for use in AI systems. This course will provide a foundational level overview of data management suitable for a variety of roles and skill sets.

Course Content

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What Will I Learn?

  • Big Data Powering AI
  • The Vs of Big Data
  • The Four Different AI Tech Environments
  • The Big Data Environment
  • Data Mining Backgrounder
  • Data Warehouses & ETL
  • Data Lakes and Lake Houses
  • Distributed Analysis: Spark & Hadoop
  • Structured & Unstructured Data
  • Data Management Policies
  • Data Governance
  • The Data Lifecycle

Who is this Training For?

  • C-Level Executives
  • Commanding Officers
  • Directors
  • Project Manager
  • Product Manager
  • Capability Manager
  • Technical Manager
  • Acquisitions Manager
  • Procurement & Contracting Officers
  • Computer Systems Programmer
  • Developer
  • AI Research Associate
  • Data Scientist
  • AI / Machine Learning (ML) Engineer
  • AI Assurance Engineer
  • Test & Evaluation Engineer, System Engineer
  • Network Analyst
  • Data Analyst
  • Operations Research Analyst
  • Deployment EngineerKnowledge Operations Manager
  • Network Infrastructure Engineer
  • Information Technician
  • Data engineer
  • Network operations
  • Information technician
  • Data technician
  • Program manager
  • Project manager
  • Supply program manager
  • Designers
  • User support technicians
  • Data support personnel
  • Support staff
  • Maintainer
  • Intelligence analyst
  • Specialist
  • Legal / Personnel

Supported Learning Paths

  • Cognilytica: CPMAI, AI Decision-Makers, Procuring AI
  • DoD JAIC: Lead AI, Drive AI, Create AI, Embed AI, Facilitate AI, Employ AI
  • Edison DSF: Data Science Managers (DSP01 - DSP03), Data Science Professionals (DSP04 -DSP09), Data Engineering & Management Professionals (DSP10-DSP16), Operations & Technical Support (DSP17-DSP19), Data & User Support (DSP20-DSP22)

Learning Levels

  • DoD JAIC AI: BASIC (Foundation) Level
  • Edison DSF: Level 3-4
  • Category: Data Engineering & Management