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Machine Learning and Pervasive Computing (Winter 2014/2015): Difference between revisions
Machine Learning and Pervasive Computing (Winter 2014/2015) (view source)
Revision as of 18:19, 9 February 2015
, 9 February 2015→Schedule
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== Details == | == Details == | ||
{{CourseDetails | {{CourseDetails | ||
|credits=180h, | |credits=180h, 5 ECTS | ||
|module=M.Inf.1223: Spezielle fortgeschrittene Aspekte der Computernetzwerke | |module=M.Inf.1223: Spezielle fortgeschrittene Aspekte der Computernetzwerke | ||
|lecturer=[https://univz.uni-goettingen.de/qisserver/rds?state=verpublish&status=init&vmfile=no&moduleCall=webInfo&publishConfFile=webInfoPerson&publishSubDir=personal&keep=y&purge=y&personal.pid=128205 Stephan Sigg] | |lecturer=[https://univz.uni-goettingen.de/qisserver/rds?state=verpublish&status=init&vmfile=no&moduleCall=webInfo&publishConfFile=webInfoPerson&publishSubDir=personal&keep=y&purge=y&personal.pid=128205 Stephan Sigg] | ||
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==Schedule== | ==Schedule== | ||
* Wednesday, '''October 22nd, 2014, 10.15 - 11.45''': Lecture 1 | * Wednesday, '''October 22nd, 2014, 10.15 - 11.45''': Lecture 1 | ||
** [[Media:MLPC_00.pdf | Organisation (pdf)]] | |||
** [[Media:MLPC_01.pdf | Introduction (pdf)]] | |||
* Wednesday, '''October 29th, 2014, 10.15 - 11.45''': Lecture 2 | * Wednesday, '''October 29th, 2014, 10.15 - 11.45''': Lecture 2 | ||
** [[Media:MLPC_02.pdf | Classification and Evaluation (pdf)]] | |||
* Wednesday, '''November 5th, 2014, 10.15 - 11.45''': Lecture 3 | * Wednesday, '''November 5th, 2014, 10.15 - 11.45''': Lecture 3 | ||
** [[Media:MLPC_03.pdf | Simple supervised learning (pdf)]] | |||
* Wednesday, '''November 5th, 2014, 16.15 - 17.45''': Exercise 1 | * Wednesday, '''November 5th, 2014, 16.15 - 17.45''': Exercise 1 | ||
** [[Media:MLPC_Assignment_01.pdf | Assignment 1 (pdf)]] | |||
* Wednesday, '''November 12th, 2014, 10.15 - 11.45''': Lecture 4 | * Wednesday, '''November 12th, 2014, 10.15 - 11.45''': Lecture 4 | ||
** [[Media:MLPC_04.pdf | Random search (pdf)]] | |||
* Wednesday, '''November 19th, 2014''': No lecture | * Wednesday, '''November 19th, 2014''': No lecture | ||
* Wednesday, '''November 26th, 2014, 10.15 - 11.45''': Lecture 5 | * Wednesday, '''November 26th, 2014, 10.15 - 11.45''': Lecture 5 | ||
** [[Media:MLPC_05.pdf | Bayesian networks and Naive Bayes (pdf)]] | |||
* Wednesday, '''November 26th, 2014, 16.15 - 17.45''': Exercise 2 | |||
** [[Media:MLPC_Assignment_02.pdf | Assignment 2 (pdf)]] | |||
* Wednesday, '''December 3rd, 2014''': No lecture | * Wednesday, '''December 3rd, 2014''': No lecture | ||
* Wednesday, '''December 10th, 2014, 10.15 - 11.45''': Lecture 6 | * Wednesday, '''December 10th, 2014, 10.15 - 11.45''': Lecture 6 | ||
** [[Media:MLPC_06.pdf | Decision Tree (pdf)]] | |||
* Wednesday, '''December 17th, 2014, 10.15 - 11.45''': Lecture 7 | * Wednesday, '''December 17th, 2014, 10.15 - 11.45''': Lecture 7 | ||
* Wednesday, '''December 17th, 2014, 16.15 - 17.45''': Exercise | ** [[Media:MLPC_07.pdf | K-nearest neighbour (pdf)]] | ||
* Wednesday, '''December 17th, 2014, 16.15 - 17.45''': Exercise 3 | |||
** [[Media:MLPC_Assignment_03.pdf | Assignment 3 (pdf)]] | |||
* Wednesday, '''January 7th, 2015, 10.15 - 11.45''': Lecture 8 | * Wednesday, '''January 7th, 2015, 10.15 - 11.45''': Lecture 8 | ||
** [[Media:MLPC_08.pdf | Support Vector Machines (pdf)]] | |||
* Wednesday, '''January 14th, 2015, 10.15 - 11.45''': Lecture 9 | * Wednesday, '''January 14th, 2015, 10.15 - 11.45''': Lecture 9 | ||
* Wednesday, '''January 14th, 2015, 16.15 - 17.45''': Exercise | ** [[Media:MLPC_09.pdf | Artificial neural networks and self organizing maps (pdf)]] | ||
* Wednesday, '''January 14th, 2015, 16.15 - 17.45''': Exercise 4 | |||
* Wednesday, '''January 21st, 2015, 10.15 - 11.45''': Lecture 10 | * Wednesday, '''January 21st, 2015, 10.15 - 11.45''': Lecture 10 | ||
** [[Media:MLPC_10.pdf | Hidden markov models and conditional random fields (pdf)]] | |||
* Wednesday, '''January 28th, 2015, 10.15 - 11.45''': Lecture 11 | * Wednesday, '''January 28th, 2015, 10.15 - 11.45''': Lecture 11 | ||
* Wednesday, '''January 28th, 2015, 16.15 - 17.45''': Exercise | ** [[Media:MLPC_11.pdf | Dimensionality reduction and unsupervised learning (pdf)]] | ||
* Wednesday, '''January 28th, 2015, 16.15 - 17.45''': Exercise 5 | |||
* Wednesday, '''February 4th, 2015, 10.15 - 11.45''': Lecture 12 | * Wednesday, '''February 4th, 2015, 10.15 - 11.45''': Lecture 12 | ||
** [[Media:MLPC_12.pdf | Anomaly detection, online learning and recommender systems (pdf)]] | |||
==Requirements== | ==Requirements== | ||