diff --git "a/04_finetuning_approaches/FT_Tapas.ipynb" "b/04_finetuning_approaches/FT_Tapas.ipynb" new file mode 100644--- /dev/null +++ "b/04_finetuning_approaches/FT_Tapas.ipynb" @@ -0,0 +1,3191 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "Information Processing within Organizations | \n", + "12-IV-161-m01 | \n", + "Faculty of Business Management and Economics | \n", + "holder of the Chair of Business Management and... | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "Content:This course provides students with an ... | \n", + "After completing the course \"Integrated Inform... | \n", + "V (2) + Ü (2) | \n", + "written examination (approx. 60 minutes)Langua... | \n", + "-- | \n", + "-- | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
1 | \n", + "IT-Management | \n", + "12-M-ITM-161-m01 | \n", + "Faculty of Business Management and Economics | \n", + "Holder of the Chair of Information Systems Eng... | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "Content:This course provides students with an ... | \n", + "After completing the course \"IT Management\", s... | \n", + "V (2) + Ü (2) | \n", + "a) written examination (approx. 60 minutes) or... | \n", + "-- | \n", + "-- | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
2 | \n", + "Project Seminar | \n", + "12-PS-192-m01 | \n", + "Faculty of Business Management and Economics | \n", + "Holder of the Chair of Business Management and... | \n", + "15 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "Content:In small project teams of 4 to 10 memb... | \n", + "After completing the course \"Projektseminar\", ... | \n", + "S (2) | \n", + "project: preparing a conceptual design (approx... | \n", + "-- | \n", + "-- | \n", + "450 h | \n", + "-- | \n", + "-- | \n", + "
3 | \n", + "Information Retrieval | \n", + "10-I=IR-161-m01 | \n", + "Institute of Computer Science | \n", + "Dean of Studies Informatik (Computer Science) | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "IR models (e. g. Boolean and vector space mode... | \n", + "The students possess theoretical and practical... | \n", + "V (2) + Ü (2) | \n", + "written examination (approx. 60 to 120 minutes... | \n", + "-- | \n", + "Focuses available for students of the Masters ... | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
4 | \n", + "Analysis and Design of Programs | \n", + "10-I=PA-161-m01 | \n", + "Institute of Computer Science | \n", + "holder of the Chair of Computer Science II | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "Program analysis, model creation in software e... | \n", + "The students are able to analyse programs, to ... | \n", + "V (2) + Ü (2) | \n", + "written examination (approx. 60 to 120 minutes... | \n", + "-- | \n", + "Focuses available for students of the Masters ... | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
115 | \n", + "Vertical Storytelling | \n", + "12-M-VS-221-m01 | \n", + "Faculty of Business Management and Economics | \n", + "nan | \n", + "10 | \n", + "numerical grade | \n", + "1 semester | \n", + "nan | \n", + "-- | \n", + "-- | \n", + "S (2) | \n", + "portfolio (approx. 5 pages)Assessment offered:... | \n", + "-- | \n", + "-- | \n", + "300 h | \n", + "-- | \n", + "-- | \n", + "
116 | \n", + "Organizational Economics and Digital Transform... | \n", + "12-M-OEDT-231-m01 | \n", + "Faculty of Business Management and Economics | \n", + "nan | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "nan | \n", + "-- | \n", + "-- | \n", + "V (2) + Ü (2)Module taught in: English | \n", + "a) written examination (approx. 60 minutes) or... | \n", + "-- | \n", + "-- | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
117 | \n", + "Policy Evaluation Methods | \n", + "12-M-PEM-182-m01 | \n", + "Faculty of Business Management and Economics | \n", + "Holder of the Chair of Labor Economics | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "This course offers an introduction to the fund... | \n", + "At the end of the course, students should be a... | \n", + "V (2) + Ü (2)Module taught in: English | \n", + "a) written examination (approx. 60 minutes) or... | \n", + "-- | \n", + "Research track module in Masters programme IEP | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
118 | \n", + "Topics in Empirical Economics | \n", + "12-M-TE-231-m01 | \n", + "Faculty of Business Management and Economics | \n", + "nan | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "nan | \n", + "-- | \n", + "-- | \n", + "V (2) + Ü (2)Module taught in: English | \n", + "portfolio (approx. 50 hours)Prüfungssprache: E... | \n", + "12 *WA1(1) Should the number of applications e... | \n", + "-- | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
119 | \n", + "Master Thesis Information Systems | \n", + "12-WI-MA-192-m01 | \n", + "Faculty of Business Management and Economics | \n", + "Dean of the Faculty of Business Management and... | \n", + "30 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "Students will complete their degree with a Mas... | \n", + "In the master thesis students prove that they ... | \n", + "-- | \n", + "Masters thesis (approx. 60 to 80 pages)Languag... | \n", + "-- | \n", + "Time to complete: 6 months | \n", + "900 h | \n", + "-- | \n", + "-- | \n", + "
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---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "Information Processing within Organizations | \n", + "12-IV-161-m01 | \n", + "Faculty of Business Management and Economics | \n", + "holder of the Chair of Business Management and... | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "Content:This course provides students with an ... | \n", + "After completing the course \"Integrated Inform... | \n", + "V (2) + Ü (2) | \n", + "written examination (approx. 60 minutes)Langua... | \n", + "-- | \n", + "-- | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
1 | \n", + "IT-Management | \n", + "12-M-ITM-161-m01 | \n", + "Faculty of Business Management and Economics | \n", + "Holder of the Chair of Information Systems Eng... | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "Content:This course provides students with an ... | \n", + "After completing the course \"IT Management\", s... | \n", + "V (2) + Ü (2) | \n", + "a) written examination (approx. 60 minutes) or... | \n", + "-- | \n", + "-- | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
2 | \n", + "Project Seminar | \n", + "12-PS-192-m01 | \n", + "Faculty of Business Management and Economics | \n", + "Holder of the Chair of Business Management and... | \n", + "15 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "Content:In small project teams of 4 to 10 memb... | \n", + "After completing the course \"Projektseminar\", ... | \n", + "S (2) | \n", + "project: preparing a conceptual design (approx... | \n", + "-- | \n", + "-- | \n", + "450 h | \n", + "-- | \n", + "-- | \n", + "
3 | \n", + "Information Retrieval | \n", + "10-I=IR-161-m01 | \n", + "Institute of Computer Science | \n", + "Dean of Studies Informatik (Computer Science) | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "IR models (e. g. Boolean and vector space mode... | \n", + "The students possess theoretical and practical... | \n", + "V (2) + Ü (2) | \n", + "written examination (approx. 60 to 120 minutes... | \n", + "-- | \n", + "Focuses available for students of the Masters ... | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
4 | \n", + "Analysis and Design of Programs | \n", + "10-I=PA-161-m01 | \n", + "Institute of Computer Science | \n", + "holder of the Chair of Computer Science II | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "Program analysis, model creation in software e... | \n", + "The students are able to analyse programs, to ... | \n", + "V (2) + Ü (2) | \n", + "written examination (approx. 60 to 120 minutes... | \n", + "-- | \n", + "Focuses available for students of the Masters ... | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
5 | \n", + "Security of Software Systems | \n", + "10-I=SSS-172-m01 | \n", + "Institute of Computer Science | \n", + "holder of the Chair of Computer Science II | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "The lecture provides an overview of common sof... | \n", + "Students gain a deep understanding of software... | \n", + "V (2) + Ü (2)Module taught in: English | \n", + "written examination (approx. 60 to 120 minutes... | \n", + "-- | \n", + "Focuses available for students of the Masters ... | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
6 | \n", + "Software Architecture | \n", + "10-I=SAR-161-m01 | \n", + "Institute of Computer Science | \n", + "holder of the Chair of Computer Science II | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "Current topics in the area of aerospace. | \n", + "The students possess a fundamental and applica... | \n", + "V (2) + Ü (2) | \n", + "written examination (approx. 60 to 120 minutes... | \n", + "-- | \n", + "Focuses available for students of the Masters ... | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
7 | \n", + "Artificial Intelligence 1 | \n", + "10-I=KI1-161-m01 | \n", + "Institute of Computer Science | \n", + "holder of the Chair of Computer Science VI | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "Intelligent agents, uninformed and heuristic s... | \n", + "The students possess theoretical and practical... | \n", + "V (2) + Ü (2) | \n", + "written examination (approx. 60 to 120 minutes... | \n", + "-- | \n", + "Focuses available for students of the Masters ... | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
8 | \n", + "Discrete Event Simulation | \n", + "10-I=ST-161-m01 | \n", + "Institute of Computer Science | \n", + "holder of the Chair of Computer Science III | \n", + "8 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "Introduction to simulation techniques, statist... | \n", + "The students possess the methodic knowledge an... | \n", + "V (4) + Ü (2) | \n", + "written examination (approx. 60 to 120 minutes... | \n", + "-- | \n", + "Focuses available for students of the Masters ... | \n", + "240 h | \n", + "-- | \n", + "-- | \n", + "
9 | \n", + "Advanced Programming | \n", + "10-I=APR-182-m01 | \n", + "Institute of Computer Science | \n", + "holder of the Chair of Computer Science II | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "With the knowledge of basic programming, taugh... | \n", + "Students learn advanced programming paradigms ... | \n", + "V (2) + Ü (2)Module taught in: English | \n", + "written examination (90 to 120 minutes)Languag... | \n", + "-- | \n", + "-- | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
10 | \n", + "Programming with neural nets | \n", + "10-I=PNN-212-m01 | \n", + "Institute of Computer Science | \n", + "holder of the Chair of Computer Science IX | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "Overview over NN, implementation of important ... | \n", + "Knowledge about possible applications and limi... | \n", + "V (2) + Ü (2) | \n", + "written examination (approx. 60 to 120 minutes... | \n", + "-- | \n", + "Focuses available for students of the Masters ... | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
11 | \n", + "NLP and Text Mining | \n", + "10-I=STM-162-m01 | \n", + "Institute of Computer Science | \n", + "holder of the Chair of Computer Science VI | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "Foundations in the following areas: definition... | \n", + "The students possess theoretical and practical... | \n", + "V (2) + Ü (2) | \n", + "written examination (approx. 60 to 120 minutes... | \n", + "-- | \n", + "Focuses available for students of the Masters ... | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
12 | \n", + "Systems Benchmarking | \n", + "10-I=SB-212-m01 | \n", + "Institute of Computer Science | \n", + "holder of the Chair of Computer Science IX | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "nan | \n", + "-- | \n", + "-- | \n", + "V (2) + Ü (2) | \n", + "written examination (approx. 60 to 120 minutes... | \n", + "-- | \n", + "Focuses available for students of the Masters ... | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
13 | \n", + "Computer Vision | \n", + "10-xtAI=CV-202-m01 | \n", + "Institute of Computer Science | \n", + "Dean of Studies Informatik (Computer Science) | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "graduate | \n", + "The lecture provides knowledge about current m... | \n", + "Students have fundamental knowledge of problem... | \n", + "V (2) + Ü (2)Module taught in: English | \n", + "Written examination (approx. 60 to 120 minutes... | \n", + "-- | \n", + "-- | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "
14 | \n", + "Image Processing and Computational Photography | \n", + "10-I=IP-222-m01 | \n", + "Institute of Computer Science | \n", + "nan | \n", + "5 | \n", + "numerical grade | \n", + "1 semester | \n", + "nan | \n", + "-- | \n", + "-- | \n", + "V (2) + Ü (2)Module taught in: English | \n", + "written examination (approx. 60 to 120 minutes... | \n", + "-- | \n", + "-- | \n", + "150 h | \n", + "-- | \n", + "-- | \n", + "