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teaching:ss2019:dltheory_ss19 [2019/02/13 16:22] frerix |
teaching:ss2019:dltheory_ss19 [2019/04/23 14:56] frerix |
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Seminar for computer science master students (IN2107). | Seminar for computer science master students (IN2107). | ||
- | < | + | **Note to interested students:** There was a lot of interest in the seminar through the matching platform. However, most of you did not send an e-mail demonstrating prerequisites. |
+ | As stated in the pre-meeting and on this website, preference is given to students who showed prior exposure to the prerequisites. | ||
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==== Description ==== | ==== Description ==== | ||
Modern deep learning methods have shown remarkable success in various domains of machine learning. However, our theoretical understanding of such methods remains rather shallow. Recently, novel ideas to better understand aspects of optimization and generalization in these models have emerged that require rethinking classical concepts in these domains. A prominent example is the implicit bias of optimization methods in an overparameterized regime. We will discuss such ideas from the computational and statistical viewpoint. | Modern deep learning methods have shown remarkable success in various domains of machine learning. However, our theoretical understanding of such methods remains rather shallow. Recently, novel ideas to better understand aspects of optimization and generalization in these models have emerged that require rethinking classical concepts in these domains. A prominent example is the implicit bias of optimization methods in an overparameterized regime. We will discuss such ideas from the computational and statistical viewpoint. | ||
+ | ==== Material and Schedule ==== | ||
+ | Seminar material and the schedule can be accessed [[teaching: | ||
==== Organization ==== | ==== Organization ==== | ||
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== Block Seminar Week == | == Block Seminar Week == | ||
- | * We will hold a one-week block seminar, | + | * We will hold a one-week block seminar, |
* This way the seminar does not conflict with the exam period and the evening times hopefully avoid conflicts with other lectures. | * This way the seminar does not conflict with the exam period and the evening times hopefully avoid conflicts with other lectures. | ||
* All talks are held in English. | * All talks are held in English. |