تخطى إلى المحتوى الرئيسي
واجهة جانبية
Nützliche Links
Veranstaltungssuche
Rechenzentrum
Website-Support
Häufige Fragen
Lehre Digital
Forschung Digital
Lecture - Videoupload
CaseTrain
المزيد
العربية (ar)
Català (ca)
Deutsch (de)
Deutsch (du) (de_du)
English (en)
Español - Internacional (es)
Français (fr)
Italiano (it)
Português - Portugal (pt)
Svenska (sv)
Türkçe (tr)
Русский (ru)
العربية (ar)
أنت الآن تدخل بصفة ضيف
تسجيل الدخول
Nützliche Links
طي
توسيع
Veranstaltungssuche
Rechenzentrum
Website-Support
Häufige Fragen
Lehre Digital
Forschung Digital
Lecture - Videoupload
CaseTrain
توسيع الكل
طي الكل
توسيع
طي
General
Hervorgehoben
Language of the CourseThe lectures will be partial...
Announcements
Questions and Discussions
Zoom: Screenshare
توسيع
طي
Content (planned)
Hervorgehoben
توسيع
طي
Recap: Material from DS4HUM-1
Hervorgehoben
Notebook: Python-Basics (HTML-Version)
Notebook: Python-Basics 2 (HTML-Version)
Notebook: Numpy (HTML-Version)
Notebook: Acquisition and Preprocessing (HTML-Version)
Notebook: Descriptive Statistics (HTML-Version)
Notebook: Deep-dive into Seaborn (HTML-Version)
Notebook: Classification (.ipynb)
Slides: Text Classification and Clustering
Notebook: Text processing (.ipynb)
Slides: Lexical semantics
Slides: Text representations
Slides: Information Extraction
توسيع
طي
Session 1: Introduction
Hervorgehoben
Jupyter Notebooks from DS4DH1 (HTML)
L1: Course introduction
توسيع
طي
Session 1.5: Recap
Hervorgehoben
Notebook: Numpy & Pandas (HTML-Version)
Notebook: Seaborn (HTML-Version)
توسيع
طي
Session 2: Corpus linguistics & lexicon-semantic resources
Hervorgehoben
Notebook: Corpus Linguistics (HTML-Version)
توسيع
طي
Session 3: Topic Modeling
Hervorgehoben
TM: Slides
TM: Notebook (ipynb)
TM: Notebook (HTML)
توسيع
طي
Session 4: Networks
Hervorgehoben
Notebook: Graphs & Network analysis (HTML-Version)
توسيع
طي
Session 5: Evaluation & Statistical Testing
Hervorgehoben
Note: Evaluation & Significance Testing (HTML-Version)
توسيع
طي
Session 6: Student presentations of topic modeling
Hervorgehoben
توسيع
طي
Session 7: Student presentations on graph analysis
Hervorgehoben
توسيع
طي
Session 8: Deep Learning
Hervorgehoben
Intro2ML (from DS4DH1)
Intro2DL: Autoencoders, CNNs, RNNs
Notebook: Deep Learning (HTML)
Notebook: Deep Learning (ipynb)
توسيع
طي
Session 9: Interpretability & Fairness
Hervorgehoben
Notebook: Explainability & Fairness (HTML)
Notebook: Interpretability & Fairness (ipynb)
توسيع
طي
Final Project
Hervorgehoben
Submission deadline: 31.9.23Please use the provide...
Project data
Final Project: Description
Project report: LaTex Template
Project report: Word template
Project report: Overleaf LaTex template
فتح فهرس المقرر
الصفحة الرئيسية
WS23_DS4DH1
عام
Ankündigungen
Ankündigungen
متطلبات الإكمال
Ankündigungen und Nachrichten
البحث في المنتديات
البحث في المنتديات
قائمة المناقشات. يتم إظهار 4 من 4 مناقشة/مناقشات.
الحالة
المناقشة
بدأه
آخر منشور
الردود
الإجراءات
Updates for January
مؤمنة
Jan Keller
8 يناير 2024
Jan Keller
8 يناير 2024
0
No session this week
مؤمنة
Jan Keller
19 ديسمبر 2023
Jan Keller
19 ديسمبر 2023
0
Session next week on Wednesday
مؤمنة
Jan Keller
1 ديسمبر 2023
Jan Keller
1 ديسمبر 2023
0
Kick-off session
مؤمنة
Jan Keller
20 أكتوبر 2023
Jan Keller
20 أكتوبر 2023
0
الانتقال إلى...
الانتقال إلى...
Notebook: Python-Basics (HTML-Version)
Kick-off slides
Exercise 1: Python basics
Notebook: Basics 2 (HTML-Version)
Exercise: Numpy and Bag-of-words model
Notebook: Numpy (HTML-Version)
Solution: Bag-of-words
Solution: Python basics
Notebook: Acquistion and Preprocessing (HTML-Version)
Dataset: Olympics
Notebook: Descriptive Statistics (HTML-Version)
Notebook: Deep-dive into Seaborn (HTML-Version)
Homework: Gather a dataset.
Notebook: Clustering and Distance Functions (HTML)
Notebook: Clustering and distance function (.ipynb)
Notebook: Classification (.ipynb)
Data: reviews_train.csv
Data: reviews_text.csv
Text Classification and Clustering: Slides
Notebook: Text Processing
Slides: Lexical Semantics
Slides: Text Representations
Slides: Information Extraction
Data: Unlabeled Reviews
Notebook: Python-Basics (HTML-Version) ◄
Impressum
|
Datenschutzerklärung - WueCampus
|
Erklärung zur Barrierefreiheit
|
Bildnachweise
Navigationsleiste - WueStudy:
University icons created by justicon - Flaticon
Navigationsleiste - Rechenzentrum:
Data center icons created by Eucalyp - Flaticon
Navigationsleiste - Website Support:
Consultant icons created by Vitaly Gorbachev - Flaticon
Navigationsleiste - Häufige Fragen:
Files and folders icons created by Freepik - Flaticon
Navigationsleiste - Lehre Digital:
Training icons created by vectorspoint - Flaticon
Navigationsleiste - Forschung Digital:
Research icons created by Eucalyp - Flaticon
Navigationsleiste - Lecture:
Video icons created by Freepik - Flaticon
Werbefeld 2 - WueLogin:
Login icons created by Freepik - Flaticon
Werbefeld 3 - Upgrade WueCampus 4.4:
Update icons created by Freepik - Flaticon