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| ===== Программная инженерия для анализа данных ===== | ===== Программная инженерия для анализа данных ===== | ||
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| + | Где читается: | ||
| В курсе рассматриваются вопросы разработки систем обработки данных и машинного обучения. | В курсе рассматриваются вопросы разработки систем обработки данных и машинного обучения. | ||
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| ==== Литература ==== | ==== Литература ==== | ||
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| + | === Основная литература === | ||
| - Материалы лекций | - Материалы лекций | ||
| - Davy Cielen, Arno D.B. Meysman, Mohamed Ali. Introducing Data Science (book) | - Davy Cielen, Arno D.B. Meysman, Mohamed Ali. Introducing Data Science (book) | ||
| - NoSQL Distilled (book) | - NoSQL Distilled (book) | ||
| - | - A Survey on NoSQL Stores | + | - Poulton, N., 2023. The kubernetes book. NIGEL POULTON LTD. (book) |
| - Kanewala U., Bieman J.M. Testing scientific software: A systematic literature review (paper) | - Kanewala U., Bieman J.M. Testing scientific software: A systematic literature review (paper) | ||
| - Gerardo Cerda Neumann, Héctor Antillanca Espina, Víctor Parada Daza. Development of Scientific Software and Practices for Software Development A Systematic Literature Review (paper) | - Gerardo Cerda Neumann, Héctor Antillanca Espina, Víctor Parada Daza. Development of Scientific Software and Practices for Software Development A Systematic Literature Review (paper) | ||
| - The Art of Software Testing - Second Edition (book) | - The Art of Software Testing - Second Edition (book) | ||
| + | - Serban, A., Poll, E., & Visser, J. (2020). Adversarial examples on object recognition: | ||
| - Tarek Ziade. Python Microservices Development (book) | - Tarek Ziade. Python Microservices Development (book) | ||
| - ГОСТ Р ИСО/ | - ГОСТ Р ИСО/ | ||
| + | |||
| + | === Дополнительные статьи === | ||
| + | |||
| + | - Yakusheva, S. F., & Khritankov, A. S. (2024). A systematic review of methods for deriving metamorphic relations. Программные системы: | ||
| + | - A Survey on NoSQL Stores (2018) ACM CSUR (paper) | ||
| - Test your Machine Learning Algorithm with Metamorphic Testing https:// | - Test your Machine Learning Algorithm with Metamorphic Testing https:// | ||
| - | - Recent developments in Adversarial Example https:// | ||
| - MapReduce Design Patterns. Book. Donald Miner, Adam Shook (book) | - MapReduce Design Patterns. Book. Donald Miner, Adam Shook (book) | ||
| - (2018) On Reproducible AI: Towards Reproducible Research, Open Science, and Digital Scholarship in AI Publications (paper) | - (2018) On Reproducible AI: Towards Reproducible Research, Open Science, and Digital Scholarship in AI Publications (paper) | ||
| + | - Recent developments in Adversarial Example https:// | ||
| ==== Контакты ==== | ==== Контакты ==== | ||