Machine Learning in Traffic Classification of SDN Network | Ahmed Khan | University of Toronto

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UPDATE:
I have added all relevant files (including training data) to my github repository: github.com/a9khan/trafficclas...
One common request I get is to debug the training data collector script. I'm not sure why it breaks but I do not have time to figure it out. I'm sorry to those that have emailed me requesting for help and I can not fulfill their asks. This was just for my course project and I have no intention to do further research in this area at this time. I would recommend to those that are struggling with replicating my code to learn the art of reverse engineering and attempt to create something new yourselves. It is a very useful life skill. All the best to everyone :)
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This is a demo video of the course project for ECE1508: Network Softwarization - Winter 2019

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14 апр 2019

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Комментарии : 33

@bashirmohd4713 5 лет назад

Excellent Job. clearly explained.

@emmanuelsheshi1553 2 года назад

thanks so much

@WasimAkram-vq5if 3 года назад

informative

@lotfikamel5947 4 года назад

Can i have the trafic collector script

@gunavathiema7593 2 года назад

Hi.. This is not on mininet ?

@ytg6663 3 года назад

Sir how may i contact you

@aisha555ms2000 2 года назад

How can apply to blockchain

@artwa8475 4 года назад

Hi, Nice work!

@artwa8475 4 года назад

Trying to reproduce junyper (using it first time actually) Not sure how it supposed to be declared Getting these errors 1 - : NameError Traceback (most recent call last) in 18 19 # Filter warnings ---> 20 warnings.filterwarnings('ignore') #filter warnings 21 # Show plots inline 22 get_ipython().run_line_magic('matplotlib', 'inline') NameError: name 'warnings' is not defined 2- NameError Traceback (most recent call last) in ----> 1 y_codes.tolist().count(0) #DNS NameError: name 'y_codes' is not defined

@user-sw6zo2yy6r 3 года назад

@@artwa8475 me,too.how do you deal with it

@nadirarfi2342 3 года назад

how did you generate datasets?

@ytg6663 3 года назад

Did you get way how he did it????

@firsttime-es9vt 2 года назад

Where file script_file_telnet?

@RockBottom45 5 лет назад

Is it possible to provide your python files? Sounds very good!

@khan.ahmedali 5 лет назад

Here is the git page with source code: github.com/a9khan/trafficclassifier

@vishnutejases3498 4 года назад

Can anyone tell me how can I get datasets....

@RanaAhmed-ed6tv 4 года назад

@hazi620 3 года назад

Can you share with me when you can get dataset?

@sameer43786 5 лет назад

Hi, how to get simulation environment? any help please?

@khan.ahmedali 5 лет назад

I used virtual box on my laptop. You can use any cloud environment.

@sameer43786 5 лет назад

@@khan.ahmedali I am also using virtual box, but I asked for any step by step tutorials to follow and complete the simulation please?

@khan.ahmedali 5 лет назад

@@sameer43786 no sorry I don't have any

@sameer43786 5 лет назад

@@khan.ahmedali sharing the knowledge will increase it more and not decrease...

@khan.ahmedali 5 лет назад

@@sameer43786 agreed. That's why they created Google :)

@andrecedricbessala7580 2 года назад

Hi, already thank you and congratulations for your work. This video is of particular interest to me because I am a research master student at the university of yaounde and for my research theme I am working on traffic classification in a programmable wireless mesh network (wmSDN), I use the mininet-wifi platform for my network simulation and the ryu controller. I have taken your traffic data collection code simple_monitor_AK.py and after generating the traffic with the DITG tool I want to collect it to form my training data Except that when I launch the command : ryu-manager --verbose simple_monitor_AK I have the error: ModuleNotFoundError: Nomodule named 'simple_monitor_AK' I don't know if there is a preliminary configuration to do in Ryu before launching this command ? I really need your help and guidance on what this error is due to? And also if it's possible for me to have your email, Thanks in advance