Course: Data processing in DH 2

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Course title Data processing in DH 2
Course code KOL/DATA2
Organizational form of instruction Lecture + Seminary
Level of course Bachelor
Year of study not specified
Semester Winter and summer
Number of ECTS credits 6
Language of instruction Czech
Status of course Compulsory, Compulsory-optional
Form of instruction Face-to-face
Work placements This is not an internship
Recommended optional programme components None
Lecturer(s)
  • Matlach Vladimír, Mgr. Ph.D.
Course content
Text processing and current NLP tools: The pitfalls of NLP Vector representations of text, vectorization of words, sentences and units (Word2Vec, GloVE, FastText, LASER) Natural language processing and mining tools, libraries for R and Python Language identification Sentiment identification Named entity identification Topic extraction Fundamentals and practical image processing and current approaches: OCR Graphical embeddings Clustering based on graphical similarity Generating labels Social network mining and application of graph algorithms: Identifying key roles in social networks Identifying groups General: Data Mining Roles of data and metadata

Learning activities and teaching methods
unspecified
Learning outcomes
This course builds on and further develops the previous knowledge from the data processing course in DH. The student will be introduced to advanced applications of already introduced methods to complex data requiring further forms of processing. These include the increasingly large needs to process multimedia data (image, video, text), relational data, and meta-data.

Prerequisites
unspecified

Assessment methods and criteria
unspecified
Preparation of a seminar paper and a test.
Recommended literature


Study plans that include the course
Faculty Study plan (Version) Category of Branch/Specialization Recommended year of study Recommended semester
Faculty: Faculty of Arts Study plan (Version): Chinese Studies (2019) Category: Philological sciences - Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts Study plan (Version): Lingvistics and Digital Humanities (2020) Category: Philological sciences 2 Recommended year of study:2, Recommended semester: Summer
Faculty: Faculty of Arts Study plan (Version): Chinese Studies (2023) Category: Philological sciences - Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts Study plan (Version): Asian Studies, Specialization Indonesian Language and Culture (2019) Category: Philological sciences - Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts Study plan (Version): General Linguistics and Communication Theory (2019) Category: Philological sciences - Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts Study plan (Version): Chinese Studies (2023) Category: Philological sciences - Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts Study plan (Version): Chinese Studies (2019) Category: Philological sciences - Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts Study plan (Version): Chinese Studies (2023) Category: Philological sciences - Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts Study plan (Version): Lingvistics and Digital Humanities (2020) Category: Philological sciences 2 Recommended year of study:2, Recommended semester: Summer
Faculty: Faculty of Arts Study plan (Version): Asian Studies (2019) Category: Philological sciences - Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts Study plan (Version): Asian Studies, Specialization Vietnamese Language and Culture (2019) Category: Philological sciences - Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts Study plan (Version): Lingvistics and Digital Humanities (2020) Category: Philological sciences 2 Recommended year of study:2, Recommended semester: Summer
Faculty: Faculty of Arts Study plan (Version): Chinese Studies (2023) Category: Philological sciences - Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts Study plan (Version): Lingvistics and Digital Humanities (2020) Category: Philological sciences 2 Recommended year of study:2, Recommended semester: Summer
Faculty: Faculty of Arts Study plan (Version): Chinese Studies (2019) Category: Philological sciences - Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts Study plan (Version): Asian Studies, Specialization Korean Language and Culture (2019) Category: Philological sciences - Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts Study plan (Version): General Linguistics and Communication Theory (2019) Category: Philological sciences - Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts Study plan (Version): Lingvistics and Digital Humanities (2020) Category: Philological sciences 2 Recommended year of study:2, Recommended semester: Summer
Faculty: Faculty of Arts Study plan (Version): Asian Studies, Specialization Chinese Language and Culture (2019) Category: Philological sciences - Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts Study plan (Version): Chinese Studies (2019) Category: Philological sciences - Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts Study plan (Version): Asian Studies, Specialization Japanese Language and Culture (2019) Category: Philological sciences - Recommended year of study:-, Recommended semester: -