Hi
user
Admin Login:
Username:
Password:
Name:
Pre-Modeling: Data Preprocessing and Feature Exploration in Python
--client
depy
--show
depy_2016
--room room_LL104 10975 --force
Next: 11 The UCSC IoT Python Platform
show more...
Marks
Author(s):
April Chen
Location
Room LL104
Date
may Sat 07
Days Raw Files
Start
10:40
First Raw Start
10:35
Duration
40:00
Offset
0:04:36
End
11:20
Last Raw End
11:25
Chapters
00:00
0:01:45
0:11:45
0:21:45
0:31:45
Total cuts_time
35 min.
http://mdp.cdm.depaul.edu/DePy2016/default/schedule
raw-playlist
raw-mp4-playlist
encoded-files-playlist
host
tweet
mp4
svg
png
assets
release.pdf
PreModeling_Data_Preprocessing_and_Feature_Exploration_in_Python.json
logs
Admin:
episode
episode list
cut list
raw files day
marks day
marks day
image_files
State:
---------
borked
edit
encode
push to queue
post
richard
review 1
email
review 2
make public
tweet
to-miror
conf
done
Locked:
clear this to unlock
Locked by:
user/process that locked.
Start:
initially scheduled time from master, adjusted to match reality
Duration:
length in hh:mm:ss
Name:
Video Title (shows in video search results)
Emails:
email(s) of the presenter(s)
Released:
has someone authorised pubication
Unknown
Yes
No
Normalise:
Channelcopy:
m=mono, 01=copy left to right, 10=right to left, 00=ignore.
Thumbnail:
filename.png
Description:
markdown
Data preprocessing and feature exploration are crucial steps in a modeling workflow. In this tutorial, I will demonstrate how to use Python libraries such as scikit-learn, statsmodels, and matplotlib to perform pre-modeling steps. Topics that will be covered include: missing values, variable types, outlier detection, multicollinearity, interaction terms, and visualizing variable distributions. Finally, I will show the impact of utilizing these techniques on model performance. Interactive Jupyter notebooks will be provided.
Comment:
production notes
2016-05-07/10_35_24.ts
Apply:
10:35:24 - 10:41:23 ( 00:05:59 )
S:
10:35:24 -
E:
10:45:24
D:
00:10:00
(
End:
359.0)
show more...
vlc ~/Videos/veyepar/depy/depy_2016/dv/room_LL104/2016-05-07/10_35_24.ts :start-time=00.0 --audio-desync=0
Raw File
Cut List
10:35:24
seconds: 0.0
Wall: 10:35:24
Duration
00:10:00
10:45:24
seconds: 359.0
Wall: 10:41:23
Comments:
mp4
mp4.m3u
dv.m3u
Split:
Sequence:
:
delete
2016-05-07/10_35_24.ts
Apply:
10:41:23 - 10:43:39 ( 00:02:16 )
S:
10:35:24 -
E:
10:45:24
D:
00:10:00
(
Start:
359.0) (
End:
495.0)
show more...
vlc ~/Videos/veyepar/depy/depy_2016/dv/room_LL104/2016-05-07/10_35_24.ts :start-time=0359.0 --audio-desync=0
Raw File
Cut List
10:35:24
seconds: 359.0
Wall: 10:41:23
Duration
00:10:00
10:45:24
seconds: 495.0
Wall: 10:43:39
Comments:
mp4
mp4.m3u
dv.m3u
Split:
Sequence:
:
delete
2016-05-07/10_35_24.ts
Apply:
10:43:39 - 10:45:24 ( 00:01:45 )
S:
10:35:24 -
E:
10:45:24
D:
00:10:00
(
Start:
495.0)
show more...
vlc ~/Videos/veyepar/depy/depy_2016/dv/room_LL104/2016-05-07/10_35_24.ts :start-time=0495.0 --audio-desync=0
Raw File
Cut List
10:35:24
seconds: 495.0
Wall: 10:43:39
Duration
00:10:00
10:45:24
seconds: 0.0
Wall: 10:35:24
Comments:
mp4
mp4.m3u
dv.m3u
Split:
Sequence:
:
delete
2016-05-07/10_45_24.ts
Apply:
10:45:24 - 10:55:24 ( 00:10:00 )
S:
10:45:24 -
E:
10:55:24
D:
00:10:00
show more...
vlc ~/Videos/veyepar/depy/depy_2016/dv/room_LL104/2016-05-07/10_45_24.ts :start-time=00.0 --audio-desync=0
Raw File
Cut List
10:45:24
seconds: 0.0
Wall: 10:45:24
Duration
00:10:00
10:55:24
seconds: 0.0
Wall: 10:45:24
Comments:
mp4
mp4.m3u
dv.m3u
Split:
Sequence:
:
delete
2016-05-07/10_55_24.ts
Apply:
10:55:24 - 11:05:24 ( 00:10:00 )
S:
10:55:24 -
E:
11:05:24
D:
00:10:00
show more...
vlc ~/Videos/veyepar/depy/depy_2016/dv/room_LL104/2016-05-07/10_55_24.ts :start-time=00.0 --audio-desync=0
Raw File
Cut List
10:55:24
seconds: 0.0
Wall: 10:55:24
Duration
00:10:00
11:05:24
seconds: 0.0
Wall: 10:55:24
Comments:
mp4
mp4.m3u
dv.m3u
Split:
Sequence:
:
delete
2016-05-07/11_05_24.ts
Apply:
11:05:24 - 11:15:24 ( 00:10:00 )
S:
11:05:24 -
E:
11:15:24
D:
00:10:00
show more...
vlc ~/Videos/veyepar/depy/depy_2016/dv/room_LL104/2016-05-07/11_05_24.ts :start-time=00.0 --audio-desync=0
Raw File
Cut List
11:05:24
seconds: 0.0
Wall: 11:05:24
Duration
00:10:00
11:15:24
seconds: 0.0
Wall: 11:05:24
Comments:
mp4
mp4.m3u
dv.m3u
Split:
Sequence:
:
delete
2016-05-07/11_15_24.ts
Apply:
11:15:24 - 11:19:13 ( 00:03:49 )
S:
11:15:24 -
E:
11:25:24
D:
00:10:00
(
End:
229.0)
show more...
vlc ~/Videos/veyepar/depy/depy_2016/dv/room_LL104/2016-05-07/11_15_24.ts :start-time=00.0 --audio-desync=0
Raw File
Cut List
11:15:24
seconds: 0.0
Wall: 11:15:24
Duration
00:10:00
11:25:24
seconds: 229.0
Wall: 11:19:13
Comments:
mp4
mp4.m3u
dv.m3u
Split:
Sequence:
:
delete
2016-05-07/11_15_24.ts
Apply:
11:19:13 - 11:21:12 ( 00:01:59 )
S:
11:15:24 -
E:
11:25:24
D:
00:10:00
(
Start:
229.0) (
End:
348.0)
show more...
vlc ~/Videos/veyepar/depy/depy_2016/dv/room_LL104/2016-05-07/11_15_24.ts :start-time=0229.0 --audio-desync=0
Raw File
Cut List
11:15:24
seconds: 229.0
Wall: 11:19:13
Duration
00:10:00
11:25:24
seconds: 348.0
Wall: 11:21:12
Comments:
mp4
mp4.m3u
dv.m3u
Split:
Sequence:
:
delete
2016-05-07/11_15_24.ts
Apply:
11:21:12 - 11:21:25 ( 00:00:13 )
S:
11:15:24 -
E:
11:25:24
D:
00:10:00
(
Start:
348.0) (
End:
361.0)
show more...
vlc ~/Videos/veyepar/depy/depy_2016/dv/room_LL104/2016-05-07/11_15_24.ts :start-time=0348.0 --audio-desync=0
Raw File
Cut List
11:15:24
seconds: 348.0
Wall: 11:21:12
Duration
00:10:00
11:25:24
seconds: 361.0
Wall: 11:21:25
Comments:
mp4
mp4.m3u
dv.m3u
Split:
Sequence:
:
delete
2016-05-07/11_15_24.ts
Apply:
11:21:25 - 11:25:24 ( 00:03:59 )
S:
11:15:24 -
E:
11:25:24
D:
00:10:00
(
Start:
361.0)
show more...
vlc ~/Videos/veyepar/depy/depy_2016/dv/room_LL104/2016-05-07/11_15_24.ts :start-time=0361.0 --audio-desync=0
Raw File
Cut List
11:15:24
seconds: 361.0
Wall: 11:21:25
Duration
00:10:00
11:25:24
seconds: 0.0
Wall: 11:15:24
Comments:
mp4
mp4.m3u
dv.m3u
Split:
Sequence:
:
delete
Rf filename:
root is .../show/dv/location/, example: 2013-03-13/13:13:30.dv
Sequence:
get this:
check and save to add this
2016-05-07/10_35_24.ts
2016-05-07/10_45_24.ts
2016-05-07/10_55_24.ts
2016-05-07/11_05_24.ts
2016-05-07/11_15_24.ts
Veyepar
Video Eyeball Processor and Review