IP (A) (Tools for Large Database Analysis)
седмица | Име | Опис |
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Prosojnice in dodatna gradiva / Slides and supplementary materials | Jupyter notebook: Spark Tutorial | This Jupyter notebook is based on the lecture "CS246: Mining Massive Datasets: Crash Course in Spark" by Daniel Templeton. |
Jupyter notebook: Spark Tutorial (HTML) | This Jupyter notebook is based on the lecture "CS246: Mining Massive Datasets: Crash Course in Spark" by Daniel Templeton. |
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Pogosti nabori predmetov in povezovalna pravila | ||
Jupyter notebook: Finding frequent itemsets with the Apriori algorithm | This Jupyter notebook is based on the book Machine Learning in Action by Peter Harrington (Manning Publications, 2012). |
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Finding Similar Items: Locality Sensitive Hashing (CS246 2022) | Prosojnice predavanj iz leta 2022. |
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Theory of Locality Sensitive Hashing (CS246 2022) | Prosojnice predavanj iz leta 2022. |
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Odkrivanje skupin | ||
Odkrivanje skupin z omejitvami | Potrebe po izboljšanju odkrivanja skupin vedno bolj zahtevajo možnost interakcije z domenskimi eksperti, kar je vodilo do razvoja algoritmov odkrivanja skupin z omejitvami (angl. constrained clustering). Ti algoritmi uporabljajo domensko znanje v obliki pozitivnih (angl. must-link) in negativnih omejitev (angl. cannot-link) na pare učnih primerov, kar omogoča izboljšanje procesa odkrivanja skupin... |
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SVD demo | ||
Priporočilni sistemi | ||
PageRank & HITS | ||
PageRank & HITS - simulacija | ||
Spark & HITS | A template for the hubs-and-authorities algorithm - HITS (hyperlink-induced topic search). |
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Iskanje maksimalne klike v proteinskem grafu | V magistrskem delu, ki je rezultiralo v objavi spodnjega članka v ugledni znanstveni reviji Mathematics, uporabimo moderne pristope strojnega učenja na grafih za pohitritev dinamičnega algoritma za iskanje maksimalne klike. Kristjan Reba, Matej Guid, Kati Rozman, Dušanka Janežič, and Janez Konc. Exact maximum clique algorithm for different graph types using machine learning. Mathematics 10, no. 1 (2022): 97. |
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Uvrščanje | ||
Homework Submissions | Cover sheet | |
Exam | CS246 Final Exam, Spring 2023 | |
CS246 Final Exam, Winter 2022 | ||
CS_246 Final Exam Review | See the "Final Exam Review Session" lecture in the Winter Course 2022. |
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CS246 Final Exam, Winter 2019 | ||
CS246 Final Exam, Winter 2018 | ||
CS246 Final Exam, Winter 2016 |