Overfitting
https://openalex.org/C22019652
https://www.wikidata.org/wiki/Q331309
Dropout (neural networks)
https://openalex.org/C2776145597
https://www.wikidata.org/wiki/Q25339462
Computer science
https://openalex.org/C41008148
https://www.wikidata.org/wiki/Q21198
Artificial intelligence
https://openalex.org/C154945302
https://www.wikidata.org/wiki/Q11660
Artificial neural network
https://openalex.org/C50644808
https://www.wikidata.org/wiki/Q192776
Machine learning
https://openalex.org/C119857082
https://www.wikidata.org/wiki/Q2539
Benchmark (surveying)
https://openalex.org/C185798385
https://www.wikidata.org/wiki/Q1161707
Deep neural networks
https://openalex.org/C2984842247
https://www.wikidata.org/wiki/Q197536
Regularization (linguistics)
https://openalex.org/C2776135515
https://www.wikidata.org/wiki/Q17143721
Stating the purpose of the thesis, dissertation, or research article (note use of present tense)
This thesis examines the way in which the ...
[INST] Please produce a sentence from the paper. The sentence should not mention the title of the paper, rather it be extracted from the Introducing Work section of the paper.
Please provide one singular full sentence from the paper that serves the function provided, using the example as guidance. Be specific, using relevant terminology from the paper.
Refrain from vague or generic statements. Finally produce a search query in the form of a question targeted towards the knowledge contained therein. 
You must output json with the structure of {'Sentence': sentence, 'Query': query}.
Field: "Machine learning".
Paper: "Representation Learning: A Review and New Perspectives"
Function: "Stating the purpose of the thesis, dissertation, or research article (note use of present tense)".
Example Sentence: "This thesis examines the way in which the ...". [/INST]