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Statistical Data Exploration

LECTURE

Summer term 2024/2025, Fridays 1215-1400, room 110, Physics Building

  • [01] Lecture 1 (21.02.2025): Organizational issues, Introduction, Fisher's linear discriminant (two classes) T1 Polish slides
  • [03] Lecture 2 (07.03.2025): Fisher's linear discriminant (cntd), Bayes classifier, naive Bayes classifier T1 Polish slides
  • [04] Lecture 3 (14.03.2025): Linear and Quadratic Discriminant Analysis, k-nearest neighbors T1 Polish slides
  • [05] Lecture 4 (21.03.2025): Classifier assessment methods T1 Polish slides, Hands-on 1: Handouts

  • [06] (28.03.2025): Test 1 (Exemplary test 1)

  • [07] Lecture 5 (04.04.2025): Classification trees T2 Polish slides
  • [08] Lecture 6 (11.04.2025): Ensamble methods T2 Polish slides
  • [09] Lecture 7 (17.04.2025): Support vector machines T2 Polish slides

  • [10] (09.05.2025): Test 2 (Exemplary test 2)

  • [11] Lecture 8 (14.05.2025): cluster analysis T3 Polish slides

T1 - covered by the first test
T2 - covered by the second test
T3 - covered by the third test

  • Set of exam questions

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