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Bc. Tomáš Janíček

Bachelor's thesis

Predicting software stack issues in Tensorflow

Predicting software stack issues in Tensorflow
Abstract:
Projekt Thoth vytvára odporúčania softvérových balíkov pre Python. Python sa stáva integrálnou časťou pre vedcov pracujúcich v oblasti strojového učenia. Thoth agreguje informácie o populárnych balíkoch strojového učenia v jazyku Python. Táto práca vytvára dva prediktívne modely schopné tieto informácie využiť na odhalenie vzorcov spôsobujúcich problémy v balíkoch a na prognózu, ktoré balíky vôbec …more
Abstract:
Project Thoth is a recommendation engine for Python software stacks. As Python is becoming de-facto language of choice for many data scientists and machine learning engineers, Thoth aggregates information about popular Python machine learning and data science packages. This thesis creates two predictive models capable of using Thoth’s knowledge database to spot patterns causing issues in software stacks …more
 

Keywords

Python Thoth package RedHat decision tree CatBoost dependency resolution problem dependency management system
 
Language used: English
Date on which the thesis was submitted / produced: 25. 5. 2021
Identifier: https://is.muni.cz/th/cntbb/

Thesis defence

  • Date of defence: 28. 6. 2021
  • Supervisor: doc. RNDr. Tomáš Brázdil, Ph.D.
  • Reader: RNDr. Lukáš Hejtmánek, Ph.D.

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Institution archiving the thesis and making it accessible: Masarykova univerzita, Fakulta informatiky
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Masaryk University

Faculty of Informatics

Bachelor programme / field:
Applied Informatics / Applied Informatics

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