Introduction to Graph Analytics and Graph Database

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  • čas přidán 31. 07. 2024
  • Here is an overview of graph analytics and graph database.
    According to industry analysts, graph technology will be foundational for 80% of Analytics and ML workloads by 2025. The reason for this explosion in growth is organizations need to ask more and more complex questions of their ever-growing data sets. Furthermore, data science professionals are realizing that the connections, or relationships, that tie their data together are just as important as the data points themselves. With graphs, those relationships can be treated as first-class data citizens - eliminating the need for time-consuming and computationally expensive joins.
    In this session, we’ll cover a high-level overview of GraphDB, what makes them different, and what use cases graph technology is optimal for. From there, we’ll dive into the specific use case of fraud detection and run a demo of what a potential graph-based solution could look like. This talk will help you understand how graph analytics is being used today by some of the world’s most innovative organizations.
    By the end of the session, you will have an understanding of the following:
    - What makes graphs different
    - What use cases are a good fit for graphs
    - Why graph is a value add to current ML approaches
    - How you can begin to leverage graphs today
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    Presentation slides: info.datasciencedojo.com/hubf...
    Table of Contents:
    00:00 Introduction to Graph Analytics
    08:14 Machine Learning and Algorithm Support
    11:26 Common Use Cases
    12:46 Q&A Break
    18:20 Focus on Fraud
    23:20 Fraud Detection in Financial Services
    32:47 Q&A Break
    54:12 Get in touch with us!
    54:15 Resources
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Komentáře • 3

  • @Datasciencedojo
    @Datasciencedojo  Před rokem

    For more captivating community talks featuring renowned speakers, check out this playlist: czcams.com/play/PL8eNk_zTBST-EBv2LDSW9Wx_V4Gy5OPFT.html

  • @lavinadurgani3149
    @lavinadurgani3149 Před rokem

    Thank you for such an easy to follow video on Graph databases and analytics, and TigerGraph capabilities

  • @prof_math_raid5567
    @prof_math_raid5567 Před rokem +1

    Interested