Deep Learning: Architectures and Methods

Recent Changes 2022-11-07 dlam: convert gaussian.pdf to dark 2022-10-18 Dark mode (re) (#15) 2022-09-20 some fixes for DLAM (#16) 2021-11-08 Fix DLAM summary. 2021-11-08 Unified figure generation. 2021-08-02 DLAM: Finished chapter “Probabilistic Graphical Models”. 2021-08-02 DLAM: Finished chapter “Generative Models”. 2021-08-01 DLAM: Finished chapter “Attention and Transformers”. 2021-08-01 DLAM: Finished chapter “Natural Language Processing”. 2021-07-31 DLAM: Finished chapter “Recurrent Neural Networks”. 2021-07-31 DLAM: Finished chapter “COnvolutional Neural Networks” and “Computer Vision Tasks”. 2021-07-30 DLAM: Finished chapter “Training Neural Networks”. 2021-07-28 DLAM: Finished chapter “Backpropagation”. 2021-07-28 DLAM: Finished chapter “Optimization”. 2021-07-26 DLAM: Finished chapter “Introduction”. 2021-07-26 DLAM: Removed appendix. 2021-07-20 DLAM: TeX Skeleton. 2021-07-20 DLAM: Planning.

July 20, 2021 · Fabian Damken

Data Mining und Maschinelles Lernen

Recent Changes 2023-07-15 dmml: fix typo 2022-10-18 Dark mode (re) (#15) 2022-10-18 Fixed Adaboost Formula and FNR/TNR / Added to FMSE and Infman summaries (#14) 2022-08-09 Update content.tex (#11) 2022-07-24 Ein paar Grammatikfehler/Rechtschreibfehler verbessert und Links erneuert (#9) 2021-11-08 Unified figure generation. 2021-07-28 DMML: Fixed typo. 2021-07-26 Use Entropy instead of Gini-Index. 2021-07-26 DMML: Finished chapter “Tiefed Lernen und Faltende Neuronale Netzwerke”. 2021-07-25 Fixed Gini index. 2021-07-25 Implemented ID3 with Gini and Entropy. 2021-07-25 Added possibility to use other metrics. 2021-07-25 Implemented K-Means. 2021-07-25 DMML: Finished chapter “Data Mining: Apriori und PageRank”. 2021-07-25 DMML: Finished chapter “Clustering”. 2021-07-24 Fixed document language setting. 2021-07-24 DMML: Finished chapter “Probabilistische Graphische Modelle und Stützvektormethode”. 2021-07-23 DMML: Finished chapter “Ensemble-Methoden”. 2021-07-23 DMML: Finished chapter “Baumbasierte Verfahren”. 2021-07-22 DMML: Updated planning document. 2021-07-22 DMML: Finished chapter “Modellselektion und Evaluation”. 2021-07-21 DMML: Finished chapter “Lineare Modelle und Funktionsapproximation”. 2021-07-20 DMML: Finished chapter “Grundlagen”. 2021-07-20 DMML: Finished chapter “k-nächste Nachbarn (kNN)”. 2021-07-20 DMML: Finished chapter “Einleitung”. 2021-07-16 DMML: TeX Skeleton. 2021-07-16 DMML: Planning.

July 16, 2021 · Fabian Damken