Row 7163

Row ID: 7163 | Dataset Entry | Axioma AXP Content Repository

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I recently started to look into this topic and I am curious which methods are SOTA and used in production? To be more specific, I am interested in modeling aleatoric and epistemic uncertainty for a neural network. In an ideal setting my model tells me when it encounters inputs that are out-of-distribution and expresses it's uncertainty for a given input in respect to the systems noise.

EDIT: I am mainly working with regression problems.

Thanks in advance! :)

FieldValue
text I recently started to look into this topic and I am curious which methods are SOTA and used in production? To be more specific, I am interested in modeling aleatoric and epistemic uncertainty for a neural network. In an ideal setting my model tells me when it encounters inputs that are out-of-distribution and expresses it's uncertainty for a given input in respect to the systems noise. EDIT: I am mainly working with regression problems. Thanks in advance! :)
label r/machinelearning
dataType post
communityName r/MachineLearning
datetime 2024-05-15
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Raw Record

{
  "text": "I recently started to look into this topic and I am curious which methods are SOTA and used in production?  To be more specific, I am interested in modeling aleatoric and epistemic uncertainty for a neural network. In an ideal setting my model tells me when it encounters inputs that are out-of-distribution and expresses it's uncertainty for a given input in respect to the systems noise.\n\nEDIT: I am mainly working with regression problems.\n\nThanks in advance! :)",
  "label": "r/machinelearning",
  "dataType": "post",
  "communityName": "r/MachineLearning",
  "datetime": "2024-05-15",
  "username_encoded": "Z0FBQUFBQm5LakwzYVFKVTlzSVBJSmVJbTFTMTBWUlZSOG5KcjV3N3B0RHpPZVQxSmlKT3VKVzRyWl9RYlFsSmxXUjhqeGFxLUltV1dMdTI4SDZ6WDk2dUpGSGh4SERJVEE9PQ==",
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}
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