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Statistical Machine Learning (SML) Summary

Summary
2019-06-19

Author: Fabian Damken


This document contains a summary of the material of the lecture “Statistical Machine Learning” (Prof. Peters) at the TU Darmstadt.

Disclaimer: The correctness of the provided content is not set. The risk is taken by the user.


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For known issues and the reporting of issues, please refer to this page.

Changes

  • Version 13
    • Final version (for now).
  • Version 12
    • Added some answers to the self-test questions.
    • Small error corrections.
  • Version 11
    • Added some examples.
  • Version 10
    • Small error corrections.
  • Version 9
    • Added kernel regression and Gaussian processes (first part of chapter 13)
  • Version 8
    • Added support vector machines (chapter 12)
  • Version 7
    • Added neural networks (chapter 11)
  • Version 6
    • Added statistical learning theory (rest of chapter 10).
  • Version 5
    • Added linear dimensionality reduction (first part of chapter 10).
  • Version 4
    • Added classification (chapter 9).
  • Version 3
    • Added regression (chapter 8).
  • Version 2
    • Added evaluation (rest of chapter 7).
  • Version 1
    • Initial version (including chapter 1 to 7 up to clustering)
    • Still in progress, empty sections will be filled in the future.

Files

sml_summary-v01.pdf (1.5 MB) sml_summary-v01.pdf Statistical Machine Learning Summary Version 1 Fabian Damken, 2019-06-20 01:48
sml_summary-v02.pdf (1.52 MB) sml_summary-v02.pdf Statistical Machine Learning Summary Version 2 Fabian Damken, 2019-06-23 13:24
sml_summary-v03.pdf (1.53 MB) sml_summary-v03.pdf Statistical Machine Learning Summary Version 3 Fabian Damken, 2019-07-08 15:47
sml_summary-v04.pdf (1.6 MB) sml_summary-v04.pdf Statistical Machine Learning Summary Version 4 Fabian Damken, 2019-07-21 09:52
sml_summary-v05.pdf (1.66 MB) sml_summary-v05.pdf Statistical Machine Learning Summary Version 5 Fabian Damken, 2019-07-21 20:56
sml_summary-v06.pdf (1.66 MB) sml_summary-v06.pdf Statistical Machine Learning Summary Version 6 Fabian Damken, 2019-07-22 12:18
sml_summary-v07.pdf (1.71 MB) sml_summary-v07.pdf Statistical Machine Learning Summary Version 7 Fabian Damken, 2019-07-23 12:26
sml_summary-v08.pdf (1.73 MB) sml_summary-v08.pdf Statistical Machine Learning Summary Version 8 Fabian Damken, 2019-07-23 15:04
sml_summary-v09.pdf (1.74 MB) sml_summary-v09.pdf Statistical Machine Learning Summary Version 9 Fabian Damken, 2019-07-23 18:52
sml_summary-v10.pdf (1.74 MB) sml_summary-v10.pdf Statistical Machine Learning Summary Version 10 Fabian Damken, 2019-07-23 19:15
sml_summary-v11.pdf (2.01 MB) sml_summary-v11.pdf Statistical Machine Learning Summary Version 11 Fabian Damken, 2019-07-24 12:19
sml_summary-v12.pdf (2.04 MB) sml_summary-v12.pdf Statistical Machine Learning Summary Version 12 Fabian Damken, 2019-07-25 13:48
sml_summary-v13.pdf (2.05 MB) sml_summary-v13.pdf Statistical Machine Learning Summary Version 13 Fabian Damken, 2019-07-26 15:58
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