Dontopedia

fc3

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-10.)

fc3 is Output layer.

32 facts·16 predicates·7 sources·7 in dispute

Mostly:rdf:type(7), has input size(3), has output size(3)

Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (22)

Other subjects in dontopedia point AT this entity as a value. These are inverse relationships — e.g. "X motherOf this subject" — and answer questions the forward facts can't. Grouped by predicate.

hasLayerHas Layer(3)

appliesApplies(2)

targetLayerTarget Layer(2)

appliesLayerApplies Layer(1)

chainsChains(1)

connectedToConnected to(1)

connectsToConnects to(1)

containsLayerContains Layer(1)

feedsIntoFeeds Into(1)

followsFollows(1)

includesIncludes(1)

initializesInitializes(1)

instantiatesInstantiates(1)

invokesInvokes(1)

isInputToIs Input to(1)

isResultOfIs Result of(1)

lastLayerLast Layer(1)

sameDimensionsAsSame Dimensions As(1)

Other facts (29)

The long tail: predicates that appear too rarely to warrant their own section. Filter or scroll to find a specific one. Each row links to its source.

29 facts
PredicateValueRef
Rdf:typeLinear Layer[1]
Rdf:typeOutput Layer[1]
Rdf:typeLinear Layer[2]
Rdf:typeLinear Layer[3]
Rdf:typeLayer Identifier[4]
Rdf:typeLinear Layer[6]
Rdf:typeLinear Layer[7]
Has Input Size10[2]
Has Input Size32[6]
Has Input Size32[7]
Has Output Size3[2]
Has Output Size1[6]
Has Output Size2[7]
Input Size5[1]
Input Size128[3]
Output Size3[1]
Output Size128[3]
Member ofReranking Model[6]
Member ofReranking Model[7]
DescriptionOutput layer[1]
Is Part ofComplexity Scorer[3]
Produces OutputOutput Tensor[3]
Abbreviation forFully Connected 3[4]
Is InstanceNn Linear[5]
Has Input Dimension32[5]
Has Output Dimension1[5]
Is Input toSqueeze[5]
FollowsDropout 2[5]
Has Input FromFc2[7]

Timeline

Timeline axis is valid_time — when each source says the fact was true in the world, not when Dontopedia learned about it. Retracted rows are kept for provenance; coloured stripes indicate the context kind.

typebeam/40cdfaf4-9269-4589-895a-5336c29a6561
ex:LinearLayer
inputSizebeam/40cdfaf4-9269-4589-895a-5336c29a6561
5
outputSizebeam/40cdfaf4-9269-4589-895a-5336c29a6561
3
descriptionbeam/40cdfaf4-9269-4589-895a-5336c29a6561
Output layer
typebeam/40cdfaf4-9269-4589-895a-5336c29a6561
ex:OutputLayer
labelbeam/40cdfaf4-9269-4589-895a-5336c29a6561
Output layer
typebeam/8e91b28e-8217-4f40-9f15-fe96d4934eee
ex:LinearLayer
hasInputSizebeam/8e91b28e-8217-4f40-9f15-fe96d4934eee
10
hasOutputSizebeam/8e91b28e-8217-4f40-9f15-fe96d4934eee
3
typebeam/2e9d7e4e-0ca0-4785-8c29-b5f38659acff
ex:LinearLayer
labelbeam/2e9d7e4e-0ca0-4785-8c29-b5f38659acff
fc3
inputSizebeam/2e9d7e4e-0ca0-4785-8c29-b5f38659acff
128
outputSizebeam/2e9d7e4e-0ca0-4785-8c29-b5f38659acff
128
isPartOfbeam/2e9d7e4e-0ca0-4785-8c29-b5f38659acff
ex:complexity-scorer
producesOutputbeam/2e9d7e4e-0ca0-4785-8c29-b5f38659acff
ex:output-tensor
typebeam/cc1315f0-7954-44ad-96b4-19d6a2409d50
ex:LayerIdentifier
abbreviationForbeam/cc1315f0-7954-44ad-96b4-19d6a2409d50
ex:fully-connected-3
isInstancebeam/b729dc6d-53ff-42db-95a2-0b4b64111a65
ex:nn-linear
hasInputDimensionbeam/b729dc6d-53ff-42db-95a2-0b4b64111a65
32
hasOutputDimensionbeam/b729dc6d-53ff-42db-95a2-0b4b64111a65
1
isInputTobeam/b729dc6d-53ff-42db-95a2-0b4b64111a65
ex:squeeze
followsbeam/b729dc6d-53ff-42db-95a2-0b4b64111a65
ex:dropout-2
typebeam/fa097ab4-7c54-4d7c-bce6-50883cbc7667
ex:LinearLayer
memberOfbeam/fa097ab4-7c54-4d7c-bce6-50883cbc7667
ex:reranking-model
hasInputSizebeam/fa097ab4-7c54-4d7c-bce6-50883cbc7667
32
hasOutputSizebeam/fa097ab4-7c54-4d7c-bce6-50883cbc7667
1
typebeam/71827c26-67ff-489a-bbff-8162b1676ef7
ex:LinearLayer
labelbeam/71827c26-67ff-489a-bbff-8162b1676ef7
fc3
hasInputSizebeam/71827c26-67ff-489a-bbff-8162b1676ef7
32
hasOutputSizebeam/71827c26-67ff-489a-bbff-8162b1676ef7
2
memberOfbeam/71827c26-67ff-489a-bbff-8162b1676ef7
ex:RerankingModel
hasInputFrombeam/71827c26-67ff-489a-bbff-8162b1676ef7
ex:fc2

References (7)

7 references
  1. ctx:claims/beam/40cdfaf4-9269-4589-895a-5336c29a6561
    • full textbeam-chunk
      text/plain1 KBdoc:beam/40cdfaf4-9269-4589-895a-5336c29a6561
      Show excerpt
      - Integrate the audit process into your CI/CD pipeline to ensure continuous compliance. By following these improvements, you can ensure a more thorough and effective compliance auditing process that covers all necessary GDPR aspects. [Tur
  2. ctx:claims/beam/8e91b28e-8217-4f40-9f15-fe96d4934eee
    • full textbeam-chunk
      text/plain1 KBdoc:beam/8e91b28e-8217-4f40-9f15-fe96d4934eee
      Show excerpt
      self.bn1 = nn.BatchNorm1d(10) # Batch normalization self.fc2 = nn.Linear(10, 10) # Hidden layer self.bn2 = nn.BatchNorm1d(10) # Batch normalization self.fc3 = nn.Linear(10, 3) # Output layer self.
  3. ctx:claims/beam/2e9d7e4e-0ca0-4785-8c29-b5f38659acff
    • full textbeam-chunk
      text/plain1 KBdoc:beam/2e9d7e4e-0ca0-4785-8c29-b5f38659acff
      Show excerpt
      3. **Increase Model Depth**: Adding more layers can help capture more complex patterns in the data. 4. **Adjust Learning Rate**: Fine-tuning the learning rate can help achieve better convergence. 5. **Use Weight Decay (L2 Regularization)**:
  4. ctx:claims/beam/cc1315f0-7954-44ad-96b4-19d6a2409d50
    • full textbeam-chunk
      text/plain933 Bdoc:beam/cc1315f0-7954-44ad-96b4-19d6a2409d50
      Show excerpt
      - Added an extra linear layer (`fc3`) to increase the depth of the model, allowing it to capture more complex patterns in the data. 4. **Weight Decay (L2 Regularization)**: - Included weight decay in the `optim.Adam` optimizer with a
  5. ctx:claims/beam/b729dc6d-53ff-42db-95a2-0b4b64111a65
    • full textbeam-chunk
      text/plain1 KBdoc:beam/b729dc6d-53ff-42db-95a2-0b4b64111a65
      Show excerpt
      self.fc3 = nn.Linear(32, 1) self.dropout = nn.Dropout(0.5) def forward(self, x): x = torch.relu(self.fc1(x)) x = self.dropout(x) x = torch.relu(self.fc2(x)) x = self.dropout(x) x
  6. ctx:claims/beam/fa097ab4-7c54-4d7c-bce6-50883cbc7667
  7. ctx:claims/beam/71827c26-67ff-489a-bbff-8162b1676ef7

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