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A deeply interesting tutorial by @fchollet @MelMitchell1 @ChrSzegedy at #NeurIPS2020
"#Abstraction & #Reasoning in #AI systems: Modern Perspectives "
or "What are abstraction, generalization and analogic reasoning?"
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ššš
šŗneurips.cc/virtual/2020/pā¦
"#Abstraction & #Reasoning in #AI systems: Modern Perspectives "
or "What are abstraction, generalization and analogic reasoning?"
1/
ššš
šŗneurips.cc/virtual/2020/pā¦
@fchollet begins by laying some foundations in notation and background.
E.g., Generalization is a spectrum (and we are looking at lower bands in #ML nowadays)
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E.g., Generalization is a spectrum (and we are looking at lower bands in #ML nowadays)
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And Abstraction? It is the engine behind generalization!
And of course it comes in different flavors:
- program-centric: that is akin to high-level reasoning (inducing & merging programs)
- value-centric (interpolating examples) š essentially what #DL does and excels at!
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And of course it comes in different flavors:
- program-centric: that is akin to high-level reasoning (inducing & merging programs)
- value-centric (interpolating examples) š essentially what #DL does and excels at!
3/
