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Deep Learning: Architectures and Methods (DLAM) Summary

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2021-07-22

Author: Fabian Damken


This document contains a summary of the material of the lecture “Deep Learning: Architectures and Methods” 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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Changes

  • Version 9
    • Finished chapter "Probabilistic Graphical Models".
  • Version 8
    • Finished chapter "Generative Models".
  • Version 7
    • Finished chapter "Attention and Transformers".
  • Version 6
    • Finished chapter "Natural Language Processing".
  • Version 5
    • Finished chapter "Recurrent Neural Networks".
  • Version 4
    • Finished chapter "Convolutional Neural Networks".
    • Finished chapter "Computer Vision Tasks".
  • Version 3
    • Finished chapter "Training Neural Networks".
  • Version 2
    • Finished chapter "Backpropagation".
    • Finished chapter "Optimization".
  • Version 1
    • Initial version.
    • Finished chapter "Introduction".

Files

dlam_summary-v01.pdf (582 KB) dlam_summary-v01.pdf DLAM Summary Version 1 Fabian Damken, 2021-07-26 19:19
dlam_summary-v02.pdf (765 KB) dlam_summary-v02.pdf DLAM Summary Version 2 Fabian Damken, 2021-07-28 20:32
dlam_summary-v03.pdf (1020 KB) dlam_summary-v03.pdf DLAM Summary Version 3 Fabian Damken, 2021-07-30 16:10
dlam_summary-v04.pdf (3.99 MB) dlam_summary-v04.pdf DLAM Summary Version 4 Fabian Damken, 2021-07-31 15:27
dlam_summary-v05.pdf (4.43 MB) dlam_summary-v05.pdf DLAM Summary Version 5 Fabian Damken, 2021-07-31 22:08
dlam_summary-v06.pdf (4.46 MB) dlam_summary-v06.pdf DLAM Summary Version 6 Fabian Damken, 2021-08-01 15:34
dlam_summary-v07.pdf (4.47 MB) dlam_summary-v07.pdf DLAM Summary Version 7 Fabian Damken, 2021-08-01 18:31
dlam_summary-v08.pdf (4.55 MB) dlam_summary-v08.pdf DLAM Summary Version 8 Fabian Damken, 2021-08-02 13:28
dlam_summary-v09.pdf (4.64 MB) dlam_summary-v09.pdf DLAM Summary Version 9 Fabian Damken, 2021-08-02 22:07
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