About Projects Teaching Publications

Kateřina Macková

PhD student at Faculty of Mathematics and Physics, Charles University,
(Department of Theoretical Computer Science and Mathematical Logic)

katerina.mackova@mff.cuni.cz
After the email consultation
Malostranské náměstí, Prague 1, 118 00

Picture of me

Main Research Interests

  • Artificial Intelligence
    • Neural Network
    • Deep Learning
    • Evolutionary Algorithms
    • Machine Learning
    • Image Processing
  • Natural Language Processing
    • Handwritten Text Recognition
    • Question Answering
    • Information Retrieval

Projects

Searching in Handwritten Czech Documents

Dissertation topic at KTIML MFF UK

This project focuses on processing Czech handwritten documents mainly from the first half of the 20th century, i.e., from the period of the Austro-Hungarian Empire and the First Republic, when both Czech and German were commonly used. The documents will be digitized into their textual forms and made available for querying by keywords and asking questions related to the content of the text and receive answers to them. Moreover, searching for information and answering the questions within multiple documents will be enabled. All the models will enable an exploration of current documents as well as the historical documents century to retrieve information from them for further historical research.


NAKI: Sources of Krkonoše

Project at UFAL MFF UK

This project is one part of the Program of Applied Research and Development of National and Cultural Identity (NAKI II), provided by the Ministry of Culture. The main intention of the NAKI project is to make information sources about the history and cultural memory of Krkonoše publicly available in one virtual place regardless of the locations of institutions where the original documents are stored. It will be achieved by making a web interface and database for evidence, processing, and presentation of the history of Krkonoše. The output of the NAKI project is a web interface that will enable the creation of metadata descriptions of collected data about the history of Krkonoše and a database for the inserting of documents from the first half of the 20th century and their editing via the web interface.


Multilingual Transfer for Question Answering

Master Thesis at UFAL MFF UK

Question Answering is a computer science discipline in the field of Natural Language Processing and Information Retrieval. Its goal is to build a system that can automatically find the answer to a certain question in the text with an understanding of the meaning of the text. Reading comprehension used for Question Answering is a well-studied task, with huge training datasets in English. This project focuses on building reading comprehension systems for Czech, without requiring any manually annotated Czech training data using text translation and cross-lingual transfer models.


Generator of Nanotubes

Bachelor's Thesis at KAM MFF UK

The clay mineral called halloysite with crystalline structure is widely used in the world of physics due to its effective properties. The main goal of this thesis is to create a program that creates various tubular nanostructures of this material according to input crystal cell and other parameters. After the creation, the whole halloysite structure can be used for other physical research.

Teaching

Nature Inspired Algorithms (Přírodou inspirované algoritmy) [NAIL119]

Summer semester (Thursday,15:40), 2/2, Z+Zk, 5 credits

In this subject, basic algorithms inspired by nature as Evolutionary Algorithms and Neural Networks and their applications for solving optimization problems and machine learning are presented. During the practicals, some of these algorithms are implemented and used to solve interesting problems in given areas.

The materials for the practicals are available on Github.

The lecture is taught by Martin Pilát and the materials are available on this website.


Individual Software Project (Ročníkový projekt) [NPRG045]

Both semesters, 0/1, Z, 4 credits

It is possible to arrange to work on an Individual Software Project under my supervision. I am concerned about topics from Artificial Intelligence and Nature Language Processing. If you are interested in any of these topics, you can contact me by email and we can come up with some interesting topics for your project, or I can refer you to other relevant possible supervisors.

Publications