F07_DLA_en < F07_Studium

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---+!! Course %FORMFIELD{"Bezeichnung"}%


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---
*Responsible:* Prof. Dr. Beate Rhein

---++ Course
---+++ Meets requirements of following modules(MID)
   * in active programs
      * [[MaTIN2012_DLA]]

---+++ Course Organization
<sticky>
  <table border="0">
    <tr valign="top">
      <td>
        <table border="1" cellpadding="2" cellspacing="0">
          <th colspan="2">Version</th>
          <tr>
            <td>created</td>
            <td>2013-06-06</td>
          </tr>
          <tr>
            <td>VID</td>
            <td>1</td>
          </tr>
          <tr>
            <td>valid from</td>
            <td>WS 2012/13</td>
          </tr>
          <tr>
            <td>valid to</td>
            <td/>
          </tr>
        </table>
      </td>
      <td>         </td>
      <td>
        <table border="1" cellpadding="2" cellspacing="0">
          <th colspan="2">Course identifiers</th>
          <tr>
            <td>Long name</td>
            <td>%FORMFIELD{"Bezeichnung"}%</td>
          </tr>
          <tr>
            <td>CID</td>
            <td>F07_DLA</td>
          </tr>
          <tr>
            <td>CEID (exam identifier)</td>
            <td/>
          </tr>
        </table>
      </td>
    </tr>
  </table>
</sticky><sticky>
  <table border="0">
    <tr valign="top">
      <td>
        <table border="1" cellpadding="2" cellspacing="0">
          <th colspan="2">Contact hours per week (SWS)</th>
          <tr>
            <td>Lecture</td>
            <td>%FORMFIELD{"VorlesungSWS"}%</td>
          </tr>
          <tr>
            <td>Exercise (unsplit)</td>
            <td>%FORMFIELD{"UebungGanzSWS"}%</td>
          </tr>
          <tr>
            <td>Exercise (split)</td>
            <td>%FORMFIELD{"UebungHalbSWS"}%</td>
          </tr>
          <tr>
            <td>Lab</td>
            <td>%FORMFIELD{"PraktikumSWS"}%</td>
          </tr>
          <tr>
            <td>Project</td>
            <td>%FORMFIELD{"ProjektSWS"}%</td>
          </tr>
          <tr>
            <td>Seminar</td>
            <td>%FORMFIELD{"SeminarSWS"}%</td>
          </tr>
          <tr>
            <td>Tutorial(voluntary)</td>
            <td>%FORMFIELD{"TutoriumSWS"}%</td>
          </tr>
        </table>
      </td>
      <td>    </td>
      <td>
        <table border="1" cellpadding="2" cellspacing="0">
          <th colspan="2">Total contact hours</th>
          <tr>
            <td>Lecture</td>
            <td>%FORMFIELD{"VorlesungPZ"}%</td>
          </tr>
          <tr>
            <td>Exercise (unsplit)</td>
            <td>%FORMFIELD{"UebungGanzPZ"}%</td>
          </tr>
          <tr>
            <td>Exercise (split)</td>
            <td>%FORMFIELD{"UebungHalbPZ"}%</td>
          </tr>
          <tr>
            <td>Lab</td>
            <td>%FORMFIELD{"PraktikumPZ"}%</td>
          </tr>
          <tr>
            <td>Project</td>
            <td>%FORMFIELD{"ProjektPZ"}%</td>
          </tr>
          <tr>
            <td>Seminar</td>
            <td>%FORMFIELD{"SeminarPZ"}%</td>
          </tr>
          <tr>
            <td>Tutorial (voluntary)</td>
            <td>%FORMFIELD{"TutoriumPZ"}%</td>
          </tr>
        </table>
      </td>
      <td>    </td>
      <td>
        <table border="1" cellpadding="2" cellspacing="0">
          <th colspan="2">Max. capacity</th>
          <tr>
            <td>Exercise (unsplit)</td>
            <td>%FORMFIELD{"UebungGanzTeilnehmer"}%</td>
          </tr>
          <tr>
            <td>Exercise (split)</td>
            <td>%FORMFIELD{"UebungHalbTeilnehmer"}%</td>
          </tr>
          <tr>
            <td>Lab</td>
            <td>%FORMFIELD{"PraktikumTeilnehmer"}%</td>
          </tr>
          <tr>
            <td>Project</td>
            <td>%FORMFIELD{"ProjektTeilnehmer"}%</td>
          </tr>
          <tr>
            <td>Seminar</td>
            <td>%FORMFIELD{"SeminarTeilnehmer"}%</td>
          </tr>
        </table>
      </td>
    </tr>
  </table>
</sticky>

*Total effort (hours):* %FORMFIELD{"Gesamtaufwand"}%

---++++ Instruction language
   * German
   * English

---++++ Study Level
   * %FORMFIELD{"Niveau"}%
---++++ Prerequisites
   * basic skills in neural networks
   * strong programming skills (Python)

---++++ Textbooks, Recommended Reading
   * I. Sommerville: Software Engineering (Addison-Wesley / Pearson Studium)
   * H. Balzert et.al.: Lehrbuch der Softwaretechnik (Spektrum Akademischer Verlag)
      * Basiskonzepte und Req.Eng.
      * Softwaremanagement
   * G.E. Thaller: Software- und Systementwicklung (Heise Verlag)
   * Bernd Oestereich: Analyse und Design mit UML 2.3 (Oldenbourg)
   * Gamma et.al.: Design Patterns, (Addison-Wesley)
   * OMG Unified Modeling Language Spec., www.omg.org/uml
   * K. Beck: eXtreme Programming (Addison-Wesley Professional)
   * Ken Schwaber: Agiles Projektmanagement mit Scrum (Microsoft Press)
   * H.D. Litke: Projektmanagement (Hanser)

---++++ Instructors
   * MSc Jan Bollenbacher



---++++ Supporting Scientific Staff
   * MSc Jan Bollenbacher

---++++ Transcipt Entry
Deep Learning Architectures

---+++ Assessment
<sticky>
  <table border="1" cellpadding="2" cellspacing="0">
    <th colspan="2">Type</th>
    <tr>
      <td>oE</td>
      <td>normal case (except on large numbers of assessments: wE</td>
    </tr>
  </table>
</sticky>

<sticky>
  <table border="1" cellpadding="2" cellspacing="0">
    <th colspan="2">Total effort [hours]</th>
    <tr>
      <td>oE</td>
      <td>10</td>
    </tr>
  </table>
</sticky>

*Frequency:* 2-3/year

-----
---++ Course components

%STARTSECTION{"Vorlesung / Übung"}%
---+++ <u>Lecture/Exercise</u>

---++++ Objectives 
---+++++ Lerninhalte (Kenntnisse)
   * Introduction Machine Learning
   * Tooling
      * Handling Machine Learing Frameworks
      * Parallel Computing using GPUs
   * Types of Neuronal Networks and application
      * Feedforward Neuronal Networks and Backpropagation
      * Convolutional Networks
      * Recurrent Networks
   * Deep Reinforcement Learning
      * Introduction Reinforcement Learning 
      * Policy-Gradient Methods
      * Actor-Critic Methods

---+++++ Fertigkeiten (PFK 2)
   * Knowing the mathematic principles of Algorithms
   * Using Maschine Learning Frameworks 
   * Applying Algorithms on problems
      * time series
      * image classification
      * complex environments (Games)

---+++++ Kompetenzen (PFK 3)
   * Classification of problems and identification of feasible solutions 
   * Evaluation of algorithms
   * Independently gaining knowledge in complex field


---++++ Additional Component Assessment 

%ENDSECTION{"Vorlesung / Übung"}%



%STARTSECTION{"Praktikum"}%
---+++ <u>Lab</u>

---++++ Objectives 
---+++++ Fertigkeiten (PFK 4, PFK 5, PFK 6)
   * Transfering knowledge from course on new problems
   * Implementing algorithms on new problems
   * Scientific Working and experiments
   * Interpretation of results

---+++++ Handlungskompetenz demonstrieren (PFK 7, PSK 1, PSK 3)
   * Outline the results in a short paper
   * Research in complex field
   * Rate paper by relevance
   * Rating the experiment results
   * Rating the used algorithms


---++++ Additional Component Assessment 
   * Präsentation der Ergebnisse des Praktikums
   * Beitrag zum LV-Ergebnis
   * Intervall
      * 1/Jahr

%ENDSECTION{"Praktikum"}%




%ENDSECTION{"no_toc"}%
Topic-Revision: r2 - 26 Feb 2019, GeneratedContent
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