Is Explainability the New Uncertainty?

This page summarizes the projects mentioned and recommended in the original post on news.ycombinator.com

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  • PurefunctionPipelineDataflow

    My Blog: The Math-based Grand Unified Programming Theory: The Pure Function Pipeline Data Flow with principle-based Warehouse/Workshop Model

  • An explainable AI system must be constructed in the following way to achieve the best results.

    - The rule-based AI expert system is used as the logical reasoning framework, and the rule base (statute law) is used as the basis for interpretation.

    - The dynamic rules (case law) generated by machine learning run in the rule-based AI expert system.

    - Dynamic rules (case law) generated by machine learning cannot violate the rule base (statutory law).

    - If the dynamic rules (case law) generated by machine learning conflict with the rule base (statute law), the system must archive it and submit it to humans to decide whether to modify the rule base (statute law) and whether to adopt dynamic rules (case law).

    https://github.com/linpengcheng/PurefunctionPipelineDataflow...

  • fa

    Lin Pengcheng Financial Analyser Homepage (林鹏程财务分析软件) (by linpengcheng)

  • - Case: Lin Pengcheng Financial Analyser

      https://github.com/linpengcheng/fa

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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