Data Science For Dummies. Lillian Pierson

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Data Science For Dummies - Lillian Pierson


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business.FIGURE 9-6: A simple business use case diagram.

      9 Chapter 10FIGURE 10-1: AI-enabled robotics automation.FIGURE 10-2: Diagram of a debt-recovery business use case.FIGURE 10-3: Diagram of a logistics-routing business use case.FIGURE 10-4: Diagram of a content publishing business use case.

      10 Chapter 11FIGURE 11-1: A channel scorecard.

      11 Chapter 12FIGURE 12-1: The data-to-dollars flowchart.FIGURE 12-2: The business intelligence path within the data-to-dollars flowchar...FIGURE 12-3: An example of a modern, SaaS BI tool.FIGURE 12-4: The analytics path within the data-to-dollars flowchart.FIGURE 12-5: An example of analytics that report on real-time data.FIGURE 12-6: An example of analytics that report on external data.FIGURE 12-7: The data science path within the data-to-dollars flowchart.FIGURE 12-8: A business use case diagram for automated decision support AI for ...

      12 Chapter 13FIGURE 13-1: NLP enabled affective computing.FIGURE 13-2: Sentiment analysis flowchart.FIGURE 13-3: An example of raw data ingested into an NLP system.FIGURE 13-4: An example of text normalization.FIGURE 13-5: An example of text tokenization.FIGURE 13-6: Forrester's estimated ROI for a client.

      13 Chapter 14FIGURE 14-1: The three main ways to monetize data.FIGURE 14-2: The value proposition of personal data in advertising.

      14 Chapter 15FIGURE 15-1: The classic power dynamic within a data science team.FIGURE 15-2: The need for business vision, mission, and values.FIGURE 15-3: My STAR framework, for managing profit-forming data science projec...FIGURE 15-4: An example of data architecture.FIGURE 15-5: A list of popular data technologies, broken down according to func...FIGURE 15-6: The structure of a data dictionary.FIGURE 15-7: The relationship between a dataset and the data dictionary that de...FIGURE 15-8: An example of data quality and silo issues.FIGURE 15-9: An organizational chart.FIGURE 15-10: Some foundations from which great data professionals emerge.FIGURE 15-11: Questions and recipients inside my question-and-asset request dat...FIGURE 15-12: Some filtered questions, ready to send to relevant finance person...

      15 Chapter 16FIGURE 16-1: Assessing your company’s current state.

      16 Chapter 17FIGURE 17-1: Recommending a plan of action.FIGURE 17-2: An example of reference architecture.

      17 Chapter 18FIGURE 18-1: Potential roles that can take you from entry-level to senior-level...FIGURE 18-2: Potential roles that can take you from entry-level to senior-level...FIGURE 18-3: Potential roles that can take you from entry-level to senior-level...FIGURE 18-4: The four types of currency.FIGURE 18-5: Data scientists, broken down by degree types. FIGURE 18-6: Data scientists, broken down by field of study. FIGURE 18-7: A map from within Jake Vanderplas’s instructional coding demonstra...FIGURE 18-8: The four best business models for remote, self-funded data science...FIGURE 18-9: The four best business models for remote, self-funded data science...

      18 Chapter 19FIGURE 19-1: The index of insect records in Knoema’s search.FIGURE 19-2: The index of Apple records in a Quandl search.

      19 Chapter 20FIGURE 20-1: An ImageQuilts output from the Google Images search term data scie...FIGURE 20-2: A moderate-size graph on characters in the novel Les Misérables....FIGURE 20-3: A Gephi hairball graph of the US power grid.FIGURE 20-4: An interactive choropleth map in CARTO.FIGURE 20-5: An interactive bubble map in CARTO.FIGURE 20-6: A diagram from RAWCharts.FIGURE 20-7: A bar chart in Infogram.FIGURE 20-8: A bar chart in Piktochart.

      Guide

      1  Cover

      2  Title Page

      3  Copyright

      4 Table of Contents

      5  Begin Reading

      6  Index

      7  About the Author

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