A Reflection on Learning from Data: Epistemology Issues and Limitations

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A Reflection on Learning from Data: Epistemology Issues and Limitations Ahmad Hammoudeh a1,SaraTedmori a,NadimObeid b a Princess Sumaya University for Technology b The University of Jordan 1 Corresponding author : E-mail: [email removed]. HAMMOUDEH, LEARNING FROM DATA 2019 2 Abstract Although learning f rom data is effective and has achieved significan t milestones, it has many challenges and limitations. Learning from data starts from observations and then proceeds to broader generalizations. This framework is controversial in science, yet it has achieved remarkable engineering successes. This paper reflects on some epistemological issues and some of the limitations of the knowledge discovered in data. The document discusses the common perception that getting more data is the key to achieving better machine learning models from theoretical and practical perspectives. The paper sheds some light on the shortcomings of using generic mathemati...

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• [1] https://arxiv.org/abs/2107.13270