Basics of probability and statistics
author:
Mikaela Keller,
IDIAP Research Institute
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| Slides | |
| 0:00 | Basics for Statistical Machine Learning Linear Algebra Basics |
| 0:29 | Outline |
| 0:46 | Motivation - 1 |
| 0:47 | Concrete Example: Regression |
| 2:28 | Concrete Example: Classification |
| 3:51 | Concrete Example: Density Estimation / Clustering |
| 5:21 | Motivation - 2 |
| 6:38 | Linear Algebra Basics |
| 6:56 | Vectors - 1 |
| 7:42 | Vectors - 2 |
| 8:58 | Matrices - 1 |
| 9:26 | Matrices - 2 |
| 9:43 | Matrices - 3 |
| 9:46 | Matrices - 4 |
| 10:02 | Matrices - 5 |
| 10:06 | Matrices - 6 |
| 10:07 | Matrices - 7 |
| 10:08 | Matrices - 8 |
| 10:16 | Matrices - 9 |
| 10:32 | Matrices - 10 |
| 11:18 | Matrices - 11 |
| 11:27 | Matrices - 12 |
| 11:30 | Matrices - 13 |
| 11:33 | Matrices - 14 |
| 12:09 | Matrices - 15 |
| 12:54 | Determinant |
| 14:22 | Inverses |
| 15:33 | Determinants and Inverses - 1 |
| 15:53 | Determinants and Inverses - 2 |
| 16:24 | Matrices - 16 |
| 19:32 | Matrix Diagonalization |
| 27:57 | Singular Value Decomposition |
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Will this be available as a wmv(Windows Media) rather than only flash streaming sometime later ?
Hello,
sure, the wmv videos will be available next week.
Just wondering: it is now several weeks after next week and I cannot find a wmv version. What am I doing wrong?
Sorry about the wmv videos...
We are experiencing some technical problems with disk drive enclosures that we were using during the recording (our external Maxtor tera-byte drives keep overheating and failing causing data loss). It is a sad thing: we will have to completely repeat the whole tape-recording/editing/processing work and it may take a few weeks before it is done. Stay with us...
The flash video continues to load for ever! with no progress. It directly starts at 50% and never moves ahead!
Please post the wmv video asap
Thanks,
can some one fix the wmv file, or convert the flash to wmv, or tell us how to view the flash. There is noway I can view this video.
She is cute, haha
I agree. She is pretty cute. =)
Pls put WMV videos asap!
Yeah she's cute, but she's also smart.
And people, stop being pushy about putting up WMVs. sheesh.
Sorry to post again... can you please also post the pdf of the presentation slides. Thanks a bunch.
Well done. She did a fine job.
Well ,keep up the good work,,, (though i am really waiting for download'ble version of these)
P.S::yes ,she is cute
How about making the videos available in Open Standard Format such as MPEG. Since WMV is a proprietary format and is not easily viewable on Unix and Linux platforms.
Great lectures, but please put easy way to download them in some normal format (mms is possible to download, but it is not an easy way).
Great lecture.
Hell yeah, she is cute !! :)
Is it possible to download? if it is let me know how to download
If the download is available in http, it'll be great.
We have tough firewall rules on MMS / RTSP.
I think you should also provide a direct link to download these videos in a regular way as a file rather than streaming (i know it will be costly for you to run such web servers, but may be you could do this)...
Or may be something like Google Video Download link...
This will enable and promote sharing among users downloading the video with other people (and this way, it will also act as a mean of reaching more & more audience for your website, as your website address is embedded in very video)....
And isn't Real (.rm) media preferred format for streaming videos on web (have seen wmv as format for streaming videos on researchchannel.org only other than you people. MIT, Berkely etc. all use real media for streaming....Real media takes less space on hard disk for same duration of video...thus saving both disk space and bandwidth)
And finally, these videos are really great....keep up the good work....
hey... seriously you should consider making them available for download... i have a slower connection at home than at my univ... and the difference is of hell and heaven... please consider putting the videos as downloadable files...
one more CUTE vote :P
but it is easy to record the stream with mplayer.
for example:
mplayer -dumpstream mms://velblod2.ijs.si/2007/pascal/bootcamp07_vilanova/keller_mikaela/bootcamp07_keller_bss_01.wmv -dumpfile /somedirectory/keller_mikaela_01.avi
to get the mms:// adress look at the page source of the corresponding video page
keta
just download the free Real Player, and select on the file settings so that Real Player is the default program to play the streamed file. The beauty of Real Player is that it's got a built-in 'Download This Video' from streamed files. I've tried it and it's perfect.
or just type 'internet video recording' into the Google search and voila...
Bien changé depuis "dedans-dehors"...
Keta true, but downloading streams has a lot of disadvantages, there is no resume for example. Even if you download the file, you cannot be sure you get everything. You have to use special scripts to handle mms,instead of built-in download feature, etc etc.
Btw. just in case, a little script that maybe helps:
#!/bin/sh
if [ -e "$2" ]
then
kdialog --title "File already exists" --warningyesno "Overwrite?"
if [ $? -eq 1 ]
then
exit 1
fi
fi
mplayer "$1" -dumpstream -dumpfile "$2"
Tres jolie!
Slides for PART 4 DO NOT MATCH the talk! The slides are from part 3 ... even for part 4 ...
Sorry for students at your university, bootcamp or wherever it was recorded! The Lecturer can't speak English and she is really bad at explaining the concepts!
Is Superb.....
This is a great topic, and she does a good job of explaining it.
I can see why this is a popular lecture. ;)
the lecture was not good enough. poor english.
This is a great resource but incomplete with notes for talks 3 and 4 are missing or pointing at wrong slides. It is very hard to make notes as the camera often points away from the board or misses the bottom equations during critical parts of the explanation. I recommend reading Bishop alongside it as many of the concrete examples are in there too.
Superb lecture. Ofcourse she is cute; and smart too. Can't blame the cameraman. Thanks for the lectures.
The slides for Lecture 4 are missing. Can you post them please? Thanks.
sir please send the basics of ps
I listen the one of the teachers truely i can'nt express how i find it
great lecture! bring more female scientists in!
A quick review (after viewing all 5 parts):
a) there are places where the flow is great and she gets things across
b) unfortunately many times she jumps between topics and viewer is baffled with what is going on
c) improving her English wouldn't hurt. trying to comprehend what words she is saying takes away time from comprehending what she is actually explaining
d) camera is bad. instead of moving to the slides camera stays on her face. also parts of the screen are clipped away.
she's cute and fuzzy, but still this could be done much better and the viewer could digest much more in the time all this videos take. Still she has put in very good effort and I applaud to that.
bye
andraz
Can anyone let me know how to download this lecture clips?
or
where to get this video lecture in wmv or any format?
mail me sasikanth.v19@gmail.com
How did you achieve the synchronization of video with the slides. Is there a a need for a particular application to achieve this?
Hi,
The slides for presentation 4 are the same as those of the more advanced topic in presentation 5.
Could you please post the correct slides for presentation 4?
Many thanks,
Paul
PS by slides i mean the "downloadable" slides, not the slides which automatically accompany the video footage.
Thanks,
Paul
She is so HOT!
I am a PhD in ECE, and this is the hotest scientist I ever seen before.
Thank you!
She is having a really hard time expressing herself in english.
Those who complain about her english, I'm sure you are able to express yourselves in french or spanish better, aren't you?
Great lectures.
Many thanks.
The fact that the lecture is good just makes her more cute. But man is she cute.