GRAFIT · NI-ROZ / ANI-ROZ

ROZPattern recognition

12 lectures and topics · Czech and English

Lecture overview

  1. Lecture / topic 01

    Basic PR concepts

    ROZ · 01 · Michal Haindl · 2023–2024 · Czech thematic rewrite: 21 topics, native formulas, new diagrams and models; downloadable source PDF

    Czech web lecture ↗PDF ↓Czech annotated edition ↗Offline ZIP · both editions ↗Author source ↗

  2. Lecture / topic 02

    Bayesian decision theory

    ROZ · 02 · Michal Haindl · 2023–2024 · Czech thematic rewrite: 27 topics, native formulas, new diagrams and models; downloadable source PDF

    Czech web lecture ↗PDF ↓Czech annotated edition ↗Offline ZIP · both editions ↗Author source ↗

  3. Lecture / topic 03

    Statistical classifiers

    ROZ · 03 · Michal Haindl · 2023–2024 · Czech thematic rewrite: 24 topics, native formulas, new diagrams and models; downloadable source PDF

    Czech web lecture ↗PDF ↓Czech annotated edition ↗Offline ZIP · both editions ↗Author source ↗

  4. Lecture / topic 04

    Machine learning

    ROZ · 04 · Michal Haindl · 2023–2024 · Czech thematic rewrite: 28 topics, native formulas, new diagrams and models; downloadable source PDF

    Czech web lecture ↗PDF ↓Czech annotated edition ↗Offline ZIP · both editions ↗Author source ↗

  5. Lecture / topic 05

    Clustering

    ROZ · 05 · Michal Haindl · 2023–2024 · Czech thematic rewrite: 21 topics, native formulas, new diagrams and models; downloadable source PDF

    Czech web lecture ↗PDF ↓Czech annotated edition ↗Offline ZIP · both editions ↗Author source ↗

  6. Lecture / topic 06–07

    Feature selection and extraction

    ROZ · 06 · Michal Haindl · 2023–2024 · Czech thematic rewrite: 16 topics, native formulas, new diagrams and models; downloadable source PDF

    Czech web lecture ↗PDF ↓Czech annotated edition ↗Offline ZIP · both editions ↗Author source ↗

  7. Lecture / topic 06–07

    Classification performance assessment

    ROZ · 07 · Michal Haindl · 2023–2024 · Czech thematic rewrite: 15 topics, native formulas, new diagrams and models; downloadable source PDF

    Czech web lecture ↗PDF ↓Czech annotated edition ↗Offline ZIP · both editions ↗Author source ↗

  8. Lecture / topic 08

    Structural and syntactic PR

    ROZ · 08 · Michal Haindl · 2023–2024 · Czech thematic rewrite: 16 topics, native formulas, new diagrams and models; downloadable source PDF

    Czech web lecture ↗PDF ↓Czech annotated edition ↗Offline ZIP · both editions ↗Author source ↗

  9. Lecture / topic 09

    Neural networks

    ROZ · 09 · Michal Haindl · 2023–2024 · Czech thematic rewrite: 14 topics, native formulas, new diagrams and models; downloadable source PDF

    Czech web lecture ↗PDF ↓Czech annotated edition ↗Offline ZIP · both editions ↗Author source ↗

  10. Lecture / topic 11–13

    Genetic algorithms

    ROZ · 11 · Michal Haindl · 2023–2024 · Czech thematic rewrite: 15 topics, native formulas, new diagrams and models; downloadable source PDF

    Czech web lecture ↗PDF ↓Czech annotated edition ↗Offline ZIP · both editions ↗Author source ↗

  11. Lecture / topic 12

    Support vector machines

    ROZ · 12 · Michal Haindl · 2023–2024 · Czech thematic rewrite: 14 topics, native formulas, new diagrams and models; downloadable source PDF

    Czech web lecture ↗PDF ↓Czech annotated edition ↗Offline ZIP · both editions ↗Author source ↗

  12. Lecture / topic Lab

    Data geometry: PCA, clustering and SVM

    ROZ · Lab · 19 slides · Czech and English · interactive examples and pseudocode

    Interactive HTML ↗Guide ↗Pseudocode ↗Worksheet ↗Teacher notes ↗Offline ZIP ↗
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