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TDS Archive

An archive of data science, data analytics, data engineering, machine learning, and artificial intelligence writing from the former Towards Data Science Medium publication.

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Building AI systems with a holistic mental model

19 min readSep 3, 2023

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Figure 1: Mental model of an AI system

1. Pinpointing your opportunities for value creation with AI

2. Data — the fuel of your AI system

Figure 2: Data flywheel

3. Intelligence

Figure 3: Retrieval-Augmented Generation architecture

4. User experience

Figure 4: The automation continuum of AI systems

5. Governance — balancing innovation with responsibility

6. Specifying the mental model

Figure 5: Specified mental model for AI-driven content generation

Summary

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TDS Archive
TDS Archive

Published in TDS Archive

An archive of data science, data analytics, data engineering, machine learning, and artificial intelligence writing from the former Towards Data Science Medium publication.

Dr. Janna Lipenkova
Dr. Janna Lipenkova

Written by Dr. Janna Lipenkova

Enterprise AI entrepreneur and consultant

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