19336901 Lecture

SoSe 24: Advanced Data Visualization for Artificial Intelligence

Georges Hattab

Comments

The lecture on Advanced Data Visualization for Artificial Intelligence is a comprehensive exploration of state-of-the-art techniques and tools to create and validate complex visualizations for communicating data insights and stories, with a specific focus on applications in Natural Language Processing (NLP) and Explainable AI. The lecture will introduce participants to the nested model of visualization, which encompasses four layers: characterizing the task and data, abstracting into operations and data types, designing visual encoding and interaction techniques, and creating algorithms to execute techniques efficiently. This model will serve as a framework for designing and validating data visualizations.

Furthermore, the lecture will delve into the application of data visualization in NLP, emphasizing the visualization of word embeddings and language models to aid in the exploration of semantic relationships between words and the interpretation of language model behavior. In the context of Explainable AI, the focus will be on using visualizations to explain model predictions and feature importance, thereby enhancing the interpretability of AI models. By leveraging the nested model of visualization and focusing on NLP and Explainable AI, the lecture aims to empower participants with the essential skills to design and validate advanced data visualizations tailored to these specific applications, ultimately enabling them to effectively communicate complex data patterns and gain deeper insights from their data.

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13 Class schedule

Additional appointments

Wed, 2024-07-24 10:00 - 12:00
Klausur: Advanced Data Visualization for Artificial Intelligence

Lecturers:
PD Dr. Georges Hattab

Location:
A3/Hs 001 Hörsaal (Arnimallee 3-5)

Wed, 2024-10-09 10:00 - 12:00
Nachklausur: Advanced Data Visualization for Artificial Intelligence

Lecturers:
PD Dr. Georges Hattab

Location:
A3/SR 120 (Arnimallee 3-5)

Regular appointments

Wed, 2024-04-17 10:00 - 12:00
Advanced Data Visualization for Artificial Intelligence

Lecturers:
PD Dr. Georges Hattab

Location:
T9/SR 006 Seminarraum (Takustr. 9)

Wed, 2024-04-24 10:00 - 12:00
Advanced Data Visualization for Artificial Intelligence

Lecturers:
PD Dr. Georges Hattab

Location:
T9/SR 006 Seminarraum (Takustr. 9)

Wed, 2024-05-08 10:00 - 12:00
Advanced Data Visualization for Artificial Intelligence

Lecturers:
PD Dr. Georges Hattab

Location:
T9/SR 006 Seminarraum (Takustr. 9)

Wed, 2024-05-15 10:00 - 12:00
Advanced Data Visualization for Artificial Intelligence

Lecturers:
PD Dr. Georges Hattab

Location:
T9/SR 006 Seminarraum (Takustr. 9)

Wed, 2024-05-22 10:00 - 12:00
Advanced Data Visualization for Artificial Intelligence

Lecturers:
PD Dr. Georges Hattab

Location:
T9/SR 006 Seminarraum (Takustr. 9)

Wed, 2024-05-29 10:00 - 12:00
Advanced Data Visualization for Artificial Intelligence

Lecturers:
PD Dr. Georges Hattab

Location:
T9/SR 006 Seminarraum (Takustr. 9)

Wed, 2024-06-05 10:00 - 12:00
Advanced Data Visualization for Artificial Intelligence

Lecturers:
PD Dr. Georges Hattab

Location:
T9/SR 006 Seminarraum (Takustr. 9)

Wed, 2024-06-12 10:00 - 12:00
Advanced Data Visualization for Artificial Intelligence

Lecturers:
PD Dr. Georges Hattab

Location:
T9/SR 006 Seminarraum (Takustr. 9)

Wed, 2024-06-19 10:00 - 12:00
Advanced Data Visualization for Artificial Intelligence

Lecturers:
PD Dr. Georges Hattab

Location:
T9/SR 006 Seminarraum (Takustr. 9)

Wed, 2024-06-26 10:00 - 12:00
Advanced Data Visualization for Artificial Intelligence

Lecturers:
PD Dr. Georges Hattab

Location:
T9/SR 006 Seminarraum (Takustr. 9)

Wed, 2024-07-03 10:00 - 12:00
Advanced Data Visualization for Artificial Intelligence

Lecturers:
PD Dr. Georges Hattab

Location:
T9/SR 006 Seminarraum (Takustr. 9)

Wed, 2024-07-10 10:00 - 12:00
Advanced Data Visualization for Artificial Intelligence

Lecturers:
PD Dr. Georges Hattab

Location:
T9/SR 006 Seminarraum (Takustr. 9)

Wed, 2024-07-17 10:00 - 12:00
Advanced Data Visualization for Artificial Intelligence

Lecturers:
PD Dr. Georges Hattab

Location:
T9/SR 006 Seminarraum (Takustr. 9)

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