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General
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General Information
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What is the Course About?The aim of this course is...
Learning outcomesUpon successful completion of the...
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Organizational matters
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Language of the Course The lectures will be partia...
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Part 1: Introduction to Data Science for Humanities
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Lecture content: What is data science, and why sho...
Notebook: Python-Basics (HTML-Version)
Kick-off slides
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Part 2: (Re-)introduction to Python
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Lecture content: Basic programming paradigms (OOP,...
Exercise 1: Python basics
Notebook: Basics 2 (HTML-Version)
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Part 3: Data modeling for data science
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Lecture content: Vectorization of data -- texts an...
Exercise: Numpy and Bag-of-words model
Notebook: Numpy (HTML-Version)
Solution: Bag-of-words
Solution: Python basics
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Part 4: Data Acquisition and Preparation
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Lecture content: Data collection and data acquisit...
Notebook: Acquistion and Preprocessing (HTML-Version)
Dataset: Olympics
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Part 5: Explorative Analysis 1 – Descriptive Analysis and visualization
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Lecture content: Descriptive statistics: univariat...
Notebook: Descriptive Statistics (HTML-Version)
Notebook: Deep-dive into Seaborn (HTML-Version)
Homework: Gather a dataset.
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Part 6: Explorative Analysis 2 – Clustering and distance functions
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Lecture content: Basics of vector spaces (in a pra...
Notebook: Clustering and Distance Functions (HTML)
Notebook: Clustering and distance function (.ipynb)
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Part 7: Predictive Analysis (A Gentle Introduction to Machine Learning)
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Lecture content: Basics concepts of (predictive) l...
Notebook: Classification (.ipynb)
Data: reviews_train.csv
Data: reviews_text.csv
Text Classification and Clustering: Slides
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Part 8: Text and Language I (Computational Linguistics)
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Lecture content: Corpus linguistics: frequency dis...
Notebook: Text Processing
Slides: Lexical Semantics
Slides: Text Representations
Slides: Information Extraction
Data: Unlabeled Reviews
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Part 9: Text and Language II (Natural Language Processing)
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Lecture content: Language modeling and distributio...
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Part 10: Guest lecture
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Abrir índice del curso
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TdL_2024
Programm am Mittwoch, 20. November 2024, im Toscana Saal
Auch digital verfügbar: Poster
Auch digital verfügbar: Poster
Requisitos de finalización
CHARM EU
Career Centre
Gesunde Hochschule
International Office
International Office
KOMPASS
PSE
ProfiLehre
ProfiLehre
Prüfungsamt
Schreibzentrum
Studienberatung
Studieneingangsbefragung
Studierendenkanzlei
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Zentrale Studienberatung
Ir a...
Ir a...
Die zentrale Studienberatung
KOMPASS
Fachschaft: Medienkommunikation
Fachschaft: Physik
Fachschaft: Psychologie
Fachschaft: Sonderpädagogik
Ankündigungen und Austausch
[Podcast] LectureCAST 86 "Studieneingangsphase" (23 Minuten)
[Podcast] SWR2 "Studium abgebrochen – Warum Hochschüler aufgeben"
[Überblickstext] Centrum für Hochschulentwicklung: Orientierung und Unterstützung zum Studieneingang
[Video] Vortrag Prof. Taiga Brahm am Tag der Hochschullehre 2022 an der KU Eichstätt-Ingolstadt
Die zentrale Studienberatung ►
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