The Data and Web Science Group records core lectures for Master students on video and provides screen casts of accompanying exercises in order to enable students to be more flexible in their learning patterns.
Up till now, we have recorded the Data Mining I, Data Mining II, Web Mining, Web Data Integration, Information Retrieval and Web Search, Text Analytics, Large-scale Data Management, Decision Support and Knowledge Mangement lectures and provide screen casts for the Data Mining I and Web Data Integration exercises.
Lots of thanks to the Referat Neue Medien of the Stabsstelle Studium und Lehre for supporting us in recording the lecture videos.
Please note that the videos can only be accessed from within the University of Mannheim. If students want to watch them from home, they need to connect to the university via VPN.
Instructor: Robert Meusel
The exercise sheets and the data sets for the exercise are available on the course page.
Screen cast: Introduction to RapidMiner
Screen cast: Data Preprocessing
Screen cast: Exercise 1 - Exploring the Students Dataset
Screen cast: Exercise 2 - Customer Segmentation
Screen cast: Classification With RapidMiner
Screen cast: Optimization With RapidMiner
Screen cast: Exercise 3 - Credit Assignment
Screen cast: Exercise 4 - Shopping Basket Analysis
Screen cast: Text Mining With RapidMiner
Screen cast: Exercise 5 - News Article Clustering
Instructor: Prof. Christian Bizer
Video: Identity Resolution - Part I
Instructor: Anna Primpeli
Tutorial and screen cast: Introduction to MapForce
Tutorial and screen cast: Introduction to Java Identity Resolution Framework
Screen cast: Introduction to Java Data Fusion Framework
Instructor: Prof. Simone Ponzetto
Video: Words and Transducers
Video: POS Tagging Part I
Video: POS Tagging Part II
Video: Word Sense Disambiguation
Video: Information Extraction
Video: Machine Translation
Video: Vector Semantics (Sparse)
Video: Deep learning for NLP
Instructor: Dr. Laura Dietz
Video: Boolean Retrieval
Video: Query Expansion
Video: Probabilistic IR, BIM, BM25
Video: Language Models for IR
Video: Web Crawling
Video: Link Analysis
Video: Learning to Rank
Instructor: Prof. Dr. Simone Paolo Ponzetto
Video: Data Mining II (Clustering)
Video: Data Mining III (Evaluation)
Instructor: Prof. Dr. Rainer Gemulla
Video: Organization + Introduction
Video: MapReduce (Part 1)
Video: MapReduce (Part 2)
Video: Spark (Part 2)
Video: NoSQL (2)
Video: NoSQL (3)
Instructor:Prof. Dr. Heiner Stuckenschmidt
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