Difference between revisions of "Algorithms"

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* [[Hyperparameters]]
 
* [[Hyperparameters]]
* [[Evaluation Measures]]
+
* [[Evaluation Measures - Classification Performance]]
 
* [[Google DeepMind AlphaGo Zero]]
 
* [[Google DeepMind AlphaGo Zero]]
 
* [http://www.sas.com/en_gb/insights/articles/analytics/machine-learning-algorithms.html A guide to machine learning algorithms and their applications]
 
* [http://www.sas.com/en_gb/insights/articles/analytics/machine-learning-algorithms.html A guide to machine learning algorithms and their applications]

Revision as of 11:03, 22 September 2018

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Architecture:

  • Variables type
  • Variable scaling
  • Cost function
  • Type of neural network - CNN, RNN, FFN
  • Number of layers, hidden
  • Type of layers
    • LSTM, Dense, Highway
    • Convolutional
    • Pooling
  • Weight initialization type
  • Number of nodes
  • Type of activation function - linear, Sigmoid, ReLU
  • Dropout rate (or not)
  • Threshold

Neural Networks

1*bhFifratH9DjKqMBTeQG5A.gif

neuralnetworkcells.png neuralnetworkgraphs.png neuralnetworks.png

Top Algorithms

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AI Knowledge Map: How To Classify AI Technologies | Francesco Corea - KDnuggets ai_cats.jpg

Best_Machine_Learning_Algorithms.jpg

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