News
No tutorials next week - (25-29) NovemberWritten on 19.11.24 by Kavya Gupta Dear Students, There will not be any tutorials next week (25-29 November). Thank you!
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Tutorial Agenda : 18 - 22 NovemberWritten on 14.11.24 by Kavya Gupta Dear Students, For next week, we’ll focus on Problems 4 and 5 from Exercise Sheet #2. Dear Students, For next week, we’ll focus on Problems 4 and 5 from Exercise Sheet #2. As a reminder, we will not extend any deadlines for the assignments from now on. All the deadlines are already present on CMS. Thank you!
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Assignment #1 Submission DeadlineWritten on 13.11.24 by Kavya Gupta Dear Students, Gentle reminder of the deadline for Assignment #1 that is today midnight. For further assignments, please register your teams ATLEAST one week before the deadline. Dear Students, Gentle reminder of the deadline for Assignment #1 that is today midnight. For further assignments, please register your teams ATLEAST one week before the deadline. Best, |
Tutorial Agenda : 11 - 15 NovemberWritten on 07.11.24 by Kavya Gupta Dear Students, To make the tutorials more effective and organized, we’ll be sharing a list of problems to be discussed each week. Dear Students, To make the tutorials more effective and organized, we’ll be sharing a list of problems to be discussed each week. For next week, we’ll focus on Problems 1, 2, and 3 from Exercise Sheet #2 (releasing this afternoon). We hope this approach enhances the tutorial learning experience. Thank you!
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Guidelines Assignment Submission - Missing informationWritten on 04.11.24 by Kavya Gupta Dear Students, We've noticed that some students are submitting their assignments without including their full names and matriculation numbers at the top of their PDF, HTML, or Jupyter Notebook files. Dear Students, We've noticed that some students are submitting their assignments without including their full names and matriculation numbers at the top of their PDF, HTML, or Jupyter Notebook files. Submissions missing this information will not be graded, so it's essential to include it. Thank you for your attention to this detail and for helping us streamline the grading process. Best,
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Tutorial - Next Friday: 8th November, 2024Written on 31.10.24 by Kavya Gupta Dear Students, Important update for those attending the Friday tutorial on 8th November 2024: For next week only, there is a room change. You may attend the tutorial in either HS003 in Building E1.3 or U.39 in Building E2.5. Thank you for your understanding! Prof. Isabel Valera and Dr.… Read more Dear Students, Important update for those attending the Friday tutorial on 8th November 2024: For next week only, there is a room change. You may attend the tutorial in either HS003 in Building E1.3 or U.39 in Building E2.5. Thank you for your understanding! Prof. Isabel Valera and Dr. Kavya Gupta |
Tutorial - Next Friday: 8th November, 2024Written on 31.10.24 by Kavya Gupta Dear Students, Important update for those attending the Friday tutorial on 8th November 2024: For next week only, there is a room change. You may attend the tutorial in either HS003 in Building E1.3 or U.39 in Building E2.5. Thank you for your understanding! Prof. Isabel Valera and Dr.… Read more Dear Students, Important update for those attending the Friday tutorial on 8th November 2024: For next week only, there is a room change. You may attend the tutorial in either HS003 in Building E1.3 or U.39 in Building E2.5. Thank you for your understanding! Prof. Isabel Valera and Dr. Kavya Gupta |
Tutorials for next weekWritten on 26.10.24 by Kavya Gupta Dear Students , Due to the public holiday on Friday, students who will miss their scheduled tutorial that day have the option to attend any tutorial session on Monday or Thursday of the same week. Dear Students , Due to the public holiday on Friday, students who will miss their scheduled tutorial that day have the option to attend any tutorial session on Monday or Thursday of the same week. Thank you for your understanding! Prof. Isabel Valera and Dr. Kavya Gupta
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Tutorial AssignmentsWritten on 21.10.24 by Kavya Gupta Dear Students, All of the students registered in the CMS are now assigned to a tutorial. Please check your respective tutorials. Also, note we will have two parallel tutorials on Friday slot 12 -2 PM as well, in room HS003 and HS002 E1.3. Thanks. Prof. Isabel Valera and Dr. Kavya… Read more Dear Students, All of the students registered in the CMS are now assigned to a tutorial. Please check your respective tutorials. Also, note we will have two parallel tutorials on Friday slot 12 -2 PM as well, in room HS003 and HS002 E1.3. Thanks. Prof. Isabel Valera and Dr. Kavya Gupta |
Tutorial AssignmentsWritten on 18.10.24 by Kavya Gupta Dear students, Please check your assignments. Also, note on Thursday there will be two tutorials in parallel : 2-4 PM in Building E1.3 in HS001 and HS003. Thanks Prof. Isabel Valera and Dr. Kavya… Read more Dear students, Please check your assignments. Also, note on Thursday there will be two tutorials in parallel : 2-4 PM in Building E1.3 in HS001 and HS003. Thanks Prof. Isabel Valera and Dr. Kavya Gupta |
Tutorial Preferences in CMSWritten on 15.10.24 by Kavya Gupta Dear students, Please select your preferences by Friday 12 PM. We will be starting the tutorials from next week. See you all on Thursday at 4pm at the… Read more Dear students, Please select your preferences by Friday 12 PM. We will be starting the tutorials from next week. See you all on Thursday at 4pm at the GHH! Prof. Isabel Valera and Dr. Kavya Gupta
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Select your preferences on the tutorial slots before Friday October 18th at 12pmWritten on 15.10.24 by Isabel Valera Dear students, We have now enabled the option for you to select your preferences regarding the tutorial slots. Please add your preferences before this Friday, 18th of October, at 12pm. We will inform you on the tutorial assignment shortly afterwards, i.e., on Friday afternoon.
See you all… Read more Dear students, We have now enabled the option for you to select your preferences regarding the tutorial slots. Please add your preferences before this Friday, 18th of October, at 12pm. We will inform you on the tutorial assignment shortly afterwards, i.e., on Friday afternoon.
See you all on Thursday at 4pm at the GHH! Prof. Isabel Valera and Dr. Kavya Gupta
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Elements of Machine Learning
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Summary
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In this course we will discuss the foundations – the elements – of machine learning. In particular, we will focus on the ability of, given a data set, to choose an appropriate method for analyzing it, to select the appropriate parameters for the model generated by that method, and to assess the quality of the resulting model. Both theoretical and practical aspects will be covered. Lectures will start on October 17th! |
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Prerequisites
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The course is targeted at students in computer science, data science and AI, cybersecurity, bioinformatics, math, and general sciences with a mathematical background. Students should know the basics of programming, proof techniques, linear algebra, and statistics, for example by having taken Programming I and II (for programming), Mathematics for Computer Scientists I and II (for linear algebra), and then either Statistics Lab or Mathematics for Computer Scientists III (for statistics). |
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Type |
Basic Lecture (6 ECTS) for BSc DSAI, CySec, and Computer Science; Advanced Lecture (6 ECTS) for all others except for the M.Sc. Cybersecurity. |
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| Lectures |
Thursdays, 16–18 o'clock in person in E.2.2 Lecture Hall 0.01 (Günter Hotz Hörsaal) - Lectures will be recorded (more details coming soon). |
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| Assignments |
5 assignment sheets, including theoretical and programming exercises. |
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Tutorials
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All tutorials will be in person. Monday : 10-12h in HS003 in E1.3. |
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| Exams | Main Exam - 14-17h, 19th February, 2025 Re-exam - 14-17h, 20th March, 2025 |
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Office Hours
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Prof. Dr. Isabel Valera and Dr. Kavya Gupta: after each lecture |
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Language |
English |
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| Schedule |
Tentative Schedule of the Lectures.
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