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Learning from data [electronic resource]: a short course Yaser S. Abu-Mostafa (Author), Malik Magdon-Ismail, Hsuan-Tien Lin

By: Material type: TextTextPublication details: AMLBook.com, [United States] 2012 Description: 1 digital resource (xii, 201 pages) : illustrations (chiefly color) 26 cmISBN:
  • 9781600490064
Subject(s): DDC classification:
  • 006.31 ABU
Summary: 1. The learning problem 2. Training versus testing 3. The linear model 4. Overfitting 5. Three learning principles Epilogue Further reading Appendix : Proof of the VC bound Notation
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Item type Current library Shelving location Call number Copy number Status Date due Barcode
Books Books CamTech Library STEM & Engineering 006.31 ABU (Browse shelf(Opens below)) C.1 Available 0000001531
Electronic Materials Electronic Materials CamTech Library Digital Collections 1 digital item Available

1. The learning problem
2. Training versus testing
3. The linear model
4. Overfitting
5. Three learning principles
Epilogue
Further reading
Appendix : Proof of the VC bound
Notation

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