Machine Learning and Pervasive Computing (Winter 2014/2015) - Revision history

Ssigg: /* Schedule */

2015-02-09T16:19:48Z

Schedule

← Older revision		Revision as of 18:19, 9 February 2015
Line 56:		Line 56:
	** [[Media:MLPC_07.pdf \| K-nearest neighbour (pdf)]]		** [[Media:MLPC_07.pdf \| K-nearest neighbour (pdf)]]
	* Wednesday, '''December 17th, 2014, 16.15 - 17.45''': Exercise 3		* 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)]]		** [[Media:MLPC_08.pdf \| Support Vector Machines (pdf)]]

Ssigg: /* Schedule */

2015-02-09T16:13:52Z

Schedule

← Older revision		Revision as of 18:13, 9 February 2015
Line 40:		Line 40:
	** [[Media:MLPC_02.pdf \| Classification and Evaluation (pdf)]]		** [[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)]]		** [[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		* 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
			** [[Media:MLPC_07.pdf \| K-nearest neighbour (pdf)]]
	* Wednesday, '''December 17th, 2014, 16.15 - 17.45''': Exercise 3		* Wednesday, '''December 17th, 2014, 16.15 - 17.45''': Exercise 3
	* 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
			** [[Media:MLPC_09.pdf \| Artificial neural networks and self organizing maps (pdf)]]
	* Wednesday, '''January 14th, 2015, 16.15 - 17.45''': Exercise 4		* 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
			** [[Media:MLPC_11.pdf \| Dimensionality reduction and unsupervised learning (pdf)]]
	* Wednesday, '''January 28th, 2015, 16.15 - 17.45''': Exercise 5		* 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==

Ssigg: /* Schedule */

2014-10-29T20:19:26Z

Schedule

← Older revision		Revision as of 22:19, 29 October 2014
Line 38:		Line 38:
	** [[Media:MLPC_01.pdf \| Introduction (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
	* 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
	* Wednesday, '''November 19th, 2014''': No lecture		* Wednesday, '''November 19th, 2014''': No lecture

Ssigg: /* Schedule */

2014-10-24T09:04:50Z

Schedule

← Older revision		Revision as of 11:04, 24 October 2014
Line 35:		Line 35:
	==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
	* Wednesday, '''November 5th, 2014, 10.15 - 11.45''': Lecture 3		* Wednesday, '''November 5th, 2014, 10.15 - 11.45''': Lecture 3

Ssigg: /* Details */

2014-10-10T07:10:11Z

Details

← Older revision		Revision as of 09:10, 10 October 2014
Line 1:		Line 1:
	== Details ==		== Details ==
	{{CourseDetails		{{CourseDetails
	\|credits=180h, 6 ECTS		\|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]

Ssigg: /* Schedule */

2014-09-17T13:25:59Z

Schedule

Ssigg: Created page with "== Details == {{CourseDetails |credits=180h, 6 ECTS |module=M.Inf.1223: Spezielle fortgeschrittene Aspekte der Computernetzwerke |lecturer=[https://univz.uni-goettingen.de/qisser..."

2014-09-14T12:24:04Z

Created page with "== Details == {{CourseDetails |credits=180h, 6 ECTS |module=M.Inf.1223: Spezielle fortgeschrittene Aspekte der Computernetzwerke |lecturer=[https://univz.uni-goettingen.de/qisser..."

New page

== Details ==
{{CourseDetails
|credits=180h, 6 ECTS
|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]
|ta= --
|time=Wednesdays, 10.15 - 11.45.; Exercise: 16:15 - 17:45 (bi-weekly)
|place=IfI 3.101
|univz=[https://univz.uni-goettingen.de/qisserver/rds?state=verpublish&status=init&vmfile=no&publishid=146615&moduleCall=webInfo&publishConfFile=webInfo&publishSubDir=veranstaltung]
}}

==Course Overview==
The course will address selected topics in Pervasive Computing.
This semester the main focus of the lecture will be on Machine learning and activity recognition from sensor-data.
In addition, other fields of Pervasive Computing are covered to provide students with a good overview on current advances and research challenges.
Depending on the interest of the students, the emphasis on these additional topics may differ.

* Course topics
** Introduction to Machine learning
** Supervised and Unsupervised learning
** Features and feature extraction
** Feature subset selection
** Performance metrics
** Polynomial curve fitting
** Support Vector Machines
** Artificial Neural Network learning
** Clustering (k-means)
** Dimensionality reduction
** Anomaly detection
** Recommender systems

==Schedule==
* Wednesday, '''October 22nd, 2014, 10.15 - 11.45''': Lecture 1
* Wednesday, '''October 29th, 2014, 10.15 - 11.45''': Lecture 2
* Wednesday, '''November 5th, 2014, 10.15 - 11.45''': Lecture 3
* Wednesday, '''November 5th, 2014, 16.15 - 17.45''': Exercise 1
* Wednesday, '''November 12th, 2014, 10.15 - 11.45''': Lecture 4
* Wednesday, '''November 19th, 2014''': No lecture
* Wednesday, '''November 26th, 2014, 10.15 - 11.45''': Lecture 5
* Wednesday, '''December 3rd, 2014''': No lecture
* Wednesday, '''December 10th, 2014, 10.15 - 11.45''': Lecture 6
* Wednesday, '''December 17th, 2014, 10.15 - 11.45''': Lecture 7
* Wednesday, '''December 17th, 2014, 16.15 - 17.45''': Exercise 2
* Wednesday, '''January 7th, 2015, 10.15 - 11.45''': Lecture 8
* Wednesday, '''January 14th, 2015, 10.15 - 11.45''': Lecture 9
* Wednesday, '''January 14th, 2015, 16.15 - 17.45''': Exercise 3
* Wednesday, '''January 21st, 2015, 10.15 - 11.45''': Lecture 10
* Wednesday, '''January 28th, 2015, 10.15 - 11.45''': Lecture 11
* Wednesday, '''January 28th, 2015, 16.15 - 17.45''': Exercise 4
* Wednesday, '''February 4th, 2015, 10.15 - 11.45''': Lecture 12

==Requirements==
* Each participant is required to attend and actively participate in the exercises.
* Oral examination at the end of the semester

[[Category:Courses]]

==Reading List==
* Pervasive and Ubiquitous Computing
** [[http://dl.acm.org/citation.cfm?id=159617 Marc Weiser on challenges in Ubicomp]]
** [[http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6095491 Recent challenges with new devices and interaction]]

* Activity recognition
** [[http://www.pervasive.jku.at/Teaching/_2012SS/EmbeddedSystems/Uebungen/UE52/2004_Activity%20Recognition%20from%20User-Annotated%20Acceleration%20Data_Intille.pdf Activity recognition in Pervasive Computing]]

← Older revision		Revision as of 15:25, 17 September 2014
Line 41:		Line 41:
	* 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
			* Wednesday, '''November 26th, 2014, 16.15 - 17.45''': Exercise 2
	* 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
	* 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 2		* Wednesday, '''December 17th, 2014, 16.15 - 17.45''': Exercise 3
	* Wednesday, '''January 7th, 2015, 10.15 - 11.45''': Lecture 8		* Wednesday, '''January 7th, 2015, 10.15 - 11.45''': Lecture 8
	* 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 3		* 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
	* 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 4		* 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