Double Edged Sword: Employing and Exploiting Machine Learning and AI by Red and Blue Teams

4/16/2020 12:00:00 PM [(UTC-05:00) Eastern Time (US & Canada)] - Can't make the live event? Register anyway to receive a link to the recording.

Show/Hide All Time Zones

All Time Zones

Dateline Standard Time-(UTC-12:00) International Date Line West 4/16/2020 4:00:00 AM
UTC-11-(UTC-11:00) Coordinated Universal Time-11 4/16/2020 5:00:00 AM
Aleutian Standard Time-(UTC-10:00) Aleutian Islands 4/16/2020 7:00:00 AM
Hawaiian Standard Time-(UTC-10:00) Hawaii 4/16/2020 6:00:00 AM
Marquesas Standard Time-(UTC-09:30) Marquesas Islands 4/16/2020 6:30:00 AM
Alaskan Standard Time-(UTC-09:00) Alaska 4/16/2020 8:00:00 AM
UTC-09-(UTC-09:00) Coordinated Universal Time-09 4/16/2020 7:00:00 AM
Pacific Standard Time (Mexico)-(UTC-08:00) Baja California 4/16/2020 9:00:00 AM
UTC-08-(UTC-08:00) Coordinated Universal Time-08 4/16/2020 8:00:00 AM
Pacific Standard Time-(UTC-08:00) Pacific Time (US & Canada) 4/16/2020 9:00:00 AM
US Mountain Standard Time-(UTC-07:00) Arizona 4/16/2020 9:00:00 AM
Mountain Standard Time (Mexico)-(UTC-07:00) Chihuahua, La Paz, Mazatlan 4/16/2020 10:00:00 AM
Mountain Standard Time-(UTC-07:00) Mountain Time (US & Canada) 4/16/2020 10:00:00 AM
Central America Standard Time-(UTC-06:00) Central America 4/16/2020 10:00:00 AM
Central Standard Time-(UTC-06:00) Central Time (US & Canada) 4/16/2020 11:00:00 AM
Easter Island Standard Time-(UTC-06:00) Easter Island 4/16/2020 10:00:00 AM
Central Standard Time (Mexico)-(UTC-06:00) Guadalajara, Mexico City, Monterrey 4/16/2020 11:00:00 AM
Canada Central Standard Time-(UTC-06:00) Saskatchewan 4/16/2020 10:00:00 AM
SA Pacific Standard Time-(UTC-05:00) Bogota, Lima, Quito, Rio Branco 4/16/2020 11:00:00 AM
Eastern Standard Time (Mexico)-(UTC-05:00) Chetumal 4/16/2020 11:00:00 AM
Eastern Standard Time-(UTC-05:00) Eastern Time (US & Canada) 4/16/2020 12:00:00 PM
Haiti Standard Time-(UTC-05:00) Haiti 4/16/2020 12:00:00 PM
Cuba Standard Time-(UTC-05:00) Havana 4/16/2020 12:00:00 PM
US Eastern Standard Time-(UTC-05:00) Indiana (East) 4/16/2020 12:00:00 PM
Turks And Caicos Standard Time-(UTC-05:00) Turks and Caicos 4/16/2020 12:00:00 PM
Paraguay Standard Time-(UTC-04:00) Asuncion 4/16/2020 12:00:00 PM
Atlantic Standard Time-(UTC-04:00) Atlantic Time (Canada) 4/16/2020 1:00:00 PM
Venezuela Standard Time-(UTC-04:00) Caracas 4/16/2020 12:00:00 PM
Central Brazilian Standard Time-(UTC-04:00) Cuiaba 4/16/2020 12:00:00 PM
SA Western Standard Time-(UTC-04:00) Georgetown, La Paz, Manaus, San Juan 4/16/2020 12:00:00 PM
Pacific SA Standard Time-(UTC-04:00) Santiago 4/16/2020 12:00:00 PM
Newfoundland Standard Time-(UTC-03:30) Newfoundland 4/16/2020 1:30:00 PM
Tocantins Standard Time-(UTC-03:00) Araguaina 4/16/2020 1:00:00 PM
E. South America Standard Time-(UTC-03:00) Brasilia 4/16/2020 1:00:00 PM
SA Eastern Standard Time-(UTC-03:00) Cayenne, Fortaleza 4/16/2020 1:00:00 PM
Argentina Standard Time-(UTC-03:00) City of Buenos Aires 4/16/2020 1:00:00 PM
Greenland Standard Time-(UTC-03:00) Greenland 4/16/2020 2:00:00 PM
Montevideo Standard Time-(UTC-03:00) Montevideo 4/16/2020 1:00:00 PM
Magallanes Standard Time-(UTC-03:00) Punta Arenas 4/16/2020 1:00:00 PM
Saint Pierre Standard Time-(UTC-03:00) Saint Pierre and Miquelon 4/16/2020 2:00:00 PM
Bahia Standard Time-(UTC-03:00) Salvador 4/16/2020 1:00:00 PM
UTC-02-(UTC-02:00) Coordinated Universal Time-02 4/16/2020 2:00:00 PM
Mid-Atlantic Standard Time-(UTC-02:00) Mid-Atlantic - Old 4/16/2020 3:00:00 PM
Azores Standard Time-(UTC-01:00) Azores 4/16/2020 4:00:00 PM
Cape Verde Standard Time-(UTC-01:00) Cabo Verde Is. 4/16/2020 3:00:00 PM
UTC-(UTC) Coordinated Universal Time 4/16/2020 4:00:00 PM
GMT Standard Time-(UTC+00:00) Dublin, Edinburgh, Lisbon, London 4/16/2020 5:00:00 PM
Greenwich Standard Time-(UTC+00:00) Monrovia, Reykjavik 4/16/2020 4:00:00 PM
Sao Tome Standard Time-(UTC+00:00) Sao Tome 4/16/2020 4:00:00 PM
Morocco Standard Time-(UTC+01:00) Casablanca 4/16/2020 5:00:00 PM
W. Europe Standard Time-(UTC+01:00) Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna 4/16/2020 6:00:00 PM
Central Europe Standard Time-(UTC+01:00) Belgrade, Bratislava, Budapest, Ljubljana, Prague 4/16/2020 6:00:00 PM
Romance Standard Time-(UTC+01:00) Brussels, Copenhagen, Madrid, Paris 4/16/2020 6:00:00 PM
Central European Standard Time-(UTC+01:00) Sarajevo, Skopje, Warsaw, Zagreb 4/16/2020 6:00:00 PM
W. Central Africa Standard Time-(UTC+01:00) West Central Africa 4/16/2020 5:00:00 PM
Jordan Standard Time-(UTC+02:00) Amman 4/16/2020 7:00:00 PM
GTB Standard Time-(UTC+02:00) Athens, Bucharest 4/16/2020 7:00:00 PM
Middle East Standard Time-(UTC+02:00) Beirut 4/16/2020 7:00:00 PM
Egypt Standard Time-(UTC+02:00) Cairo 4/16/2020 6:00:00 PM
E. Europe Standard Time-(UTC+02:00) Chisinau 4/16/2020 7:00:00 PM
Syria Standard Time-(UTC+02:00) Damascus 4/16/2020 7:00:00 PM
West Bank Standard Time-(UTC+02:00) Gaza, Hebron 4/16/2020 7:00:00 PM
South Africa Standard Time-(UTC+02:00) Harare, Pretoria 4/16/2020 6:00:00 PM
FLE Standard Time-(UTC+02:00) Helsinki, Kyiv, Riga, Sofia, Tallinn, Vilnius 4/16/2020 7:00:00 PM
Israel Standard Time-(UTC+02:00) Jerusalem 4/16/2020 7:00:00 PM
Kaliningrad Standard Time-(UTC+02:00) Kaliningrad 4/16/2020 6:00:00 PM
Sudan Standard Time-(UTC+02:00) Khartoum 4/16/2020 6:00:00 PM
Libya Standard Time-(UTC+02:00) Tripoli 4/16/2020 6:00:00 PM
Namibia Standard Time-(UTC+02:00) Windhoek 4/16/2020 6:00:00 PM
Arabic Standard Time-(UTC+03:00) Baghdad 4/16/2020 7:00:00 PM
Turkey Standard Time-(UTC+03:00) Istanbul 4/16/2020 7:00:00 PM
Arab Standard Time-(UTC+03:00) Kuwait, Riyadh 4/16/2020 7:00:00 PM
Belarus Standard Time-(UTC+03:00) Minsk 4/16/2020 7:00:00 PM
Russian Standard Time-(UTC+03:00) Moscow, St. Petersburg 4/16/2020 7:00:00 PM
E. Africa Standard Time-(UTC+03:00) Nairobi 4/16/2020 7:00:00 PM
Iran Standard Time-(UTC+03:30) Tehran 4/16/2020 8:30:00 PM
Arabian Standard Time-(UTC+04:00) Abu Dhabi, Muscat 4/16/2020 8:00:00 PM
Astrakhan Standard Time-(UTC+04:00) Astrakhan, Ulyanovsk 4/16/2020 8:00:00 PM
Azerbaijan Standard Time-(UTC+04:00) Baku 4/16/2020 8:00:00 PM
Russia Time Zone 3-(UTC+04:00) Izhevsk, Samara 4/16/2020 8:00:00 PM
Mauritius Standard Time-(UTC+04:00) Port Louis 4/16/2020 8:00:00 PM
Saratov Standard Time-(UTC+04:00) Saratov 4/16/2020 8:00:00 PM
Georgian Standard Time-(UTC+04:00) Tbilisi 4/16/2020 8:00:00 PM
Volgograd Standard Time-(UTC+04:00) Volgograd 4/16/2020 8:00:00 PM
Caucasus Standard Time-(UTC+04:00) Yerevan 4/16/2020 8:00:00 PM
Afghanistan Standard Time-(UTC+04:30) Kabul 4/16/2020 8:30:00 PM
West Asia Standard Time-(UTC+05:00) Ashgabat, Tashkent 4/16/2020 9:00:00 PM
Ekaterinburg Standard Time-(UTC+05:00) Ekaterinburg 4/16/2020 9:00:00 PM
Pakistan Standard Time-(UTC+05:00) Islamabad, Karachi 4/16/2020 9:00:00 PM
Qyzylorda Standard Time-(UTC+05:00) Qyzylorda 4/16/2020 9:00:00 PM
India Standard Time-(UTC+05:30) Chennai, Kolkata, Mumbai, New Delhi 4/16/2020 9:30:00 PM
Sri Lanka Standard Time-(UTC+05:30) Sri Jayawardenepura 4/16/2020 9:30:00 PM
Nepal Standard Time-(UTC+05:45) Kathmandu 4/16/2020 9:45:00 PM
Central Asia Standard Time-(UTC+06:00) Astana 4/16/2020 10:00:00 PM
Bangladesh Standard Time-(UTC+06:00) Dhaka 4/16/2020 10:00:00 PM
Omsk Standard Time-(UTC+06:00) Omsk 4/16/2020 10:00:00 PM
Myanmar Standard Time-(UTC+06:30) Yangon (Rangoon) 4/16/2020 10:30:00 PM
SE Asia Standard Time-(UTC+07:00) Bangkok, Hanoi, Jakarta 4/16/2020 11:00:00 PM
Altai Standard Time-(UTC+07:00) Barnaul, Gorno-Altaysk 4/16/2020 11:00:00 PM
W. Mongolia Standard Time-(UTC+07:00) Hovd 4/16/2020 11:00:00 PM
North Asia Standard Time-(UTC+07:00) Krasnoyarsk 4/16/2020 11:00:00 PM
N. Central Asia Standard Time-(UTC+07:00) Novosibirsk 4/16/2020 11:00:00 PM
Tomsk Standard Time-(UTC+07:00) Tomsk 4/16/2020 11:00:00 PM
China Standard Time-(UTC+08:00) Beijing, Chongqing, Hong Kong, Urumqi 4/17/2020 12:00:00 AM
North Asia East Standard Time-(UTC+08:00) Irkutsk 4/17/2020 12:00:00 AM
Singapore Standard Time-(UTC+08:00) Kuala Lumpur, Singapore 4/17/2020 12:00:00 AM
W. Australia Standard Time-(UTC+08:00) Perth 4/17/2020 12:00:00 AM
Taipei Standard Time-(UTC+08:00) Taipei 4/17/2020 12:00:00 AM
Ulaanbaatar Standard Time-(UTC+08:00) Ulaanbaatar 4/17/2020 12:00:00 AM
Aus Central W. Standard Time-(UTC+08:45) Eucla 4/17/2020 12:45:00 AM
Transbaikal Standard Time-(UTC+09:00) Chita 4/17/2020 1:00:00 AM
Tokyo Standard Time-(UTC+09:00) Osaka, Sapporo, Tokyo 4/17/2020 1:00:00 AM
North Korea Standard Time-(UTC+09:00) Pyongyang 4/17/2020 1:00:00 AM
Korea Standard Time-(UTC+09:00) Seoul 4/17/2020 1:00:00 AM
Yakutsk Standard Time-(UTC+09:00) Yakutsk 4/17/2020 1:00:00 AM
Cen. Australia Standard Time-(UTC+09:30) Adelaide 4/17/2020 1:30:00 AM
AUS Central Standard Time-(UTC+09:30) Darwin 4/17/2020 1:30:00 AM
E. Australia Standard Time-(UTC+10:00) Brisbane 4/17/2020 2:00:00 AM
AUS Eastern Standard Time-(UTC+10:00) Canberra, Melbourne, Sydney 4/17/2020 2:00:00 AM
West Pacific Standard Time-(UTC+10:00) Guam, Port Moresby 4/17/2020 2:00:00 AM
Tasmania Standard Time-(UTC+10:00) Hobart 4/17/2020 2:00:00 AM
Vladivostok Standard Time-(UTC+10:00) Vladivostok 4/17/2020 2:00:00 AM
Lord Howe Standard Time-(UTC+10:30) Lord Howe Island 4/17/2020 2:30:00 AM
Bougainville Standard Time-(UTC+11:00) Bougainville Island 4/17/2020 3:00:00 AM
Russia Time Zone 10-(UTC+11:00) Chokurdakh 4/17/2020 3:00:00 AM
Magadan Standard Time-(UTC+11:00) Magadan 4/17/2020 3:00:00 AM
Norfolk Standard Time-(UTC+11:00) Norfolk Island 4/17/2020 3:00:00 AM
Sakhalin Standard Time-(UTC+11:00) Sakhalin 4/17/2020 3:00:00 AM
Central Pacific Standard Time-(UTC+11:00) Solomon Is., New Caledonia 4/17/2020 3:00:00 AM
Russia Time Zone 11-(UTC+12:00) Anadyr, Petropavlovsk-Kamchatsky 4/17/2020 4:00:00 AM
New Zealand Standard Time-(UTC+12:00) Auckland, Wellington 4/17/2020 4:00:00 AM
UTC+12-(UTC+12:00) Coordinated Universal Time+12 4/17/2020 4:00:00 AM
Fiji Standard Time-(UTC+12:00) Fiji 4/17/2020 4:00:00 AM
Kamchatka Standard Time-(UTC+12:00) Petropavlovsk-Kamchatsky - Old 4/17/2020 5:00:00 AM
Chatham Islands Standard Time-(UTC+12:45) Chatham Islands 4/17/2020 4:45:00 AM
UTC+13-(UTC+13:00) Coordinated Universal Time+13 4/17/2020 5:00:00 AM
Tonga Standard Time-(UTC+13:00) Nuku'alofa 4/17/2020 5:00:00 AM
Samoa Standard Time-(UTC+13:00) Samoa 4/17/2020 5:00:00 AM
Line Islands Standard Time-(UTC+14:00) Kiritimati Island 4/17/2020 6:00:00 AM

Webinar Registration

Folks in the cybersecurity world are beginning to find practical ways to use machine learning (ML) for good and for bad, for offense and for defense and on both sides of the red/blue and safe/block cyber security divides. The first thing most of us think of when ML comes up in cybersecurity is blue teams using ML to detect malicious entities such as files, domain names or packets. But there are so many other possibilities we are beginning to see:

  • Red teams using ML to identify deception entities like honey tokens and sand boxes
  • Cybercriminals leveraging ML models and tactics published by red teams
  • Red teams poisoning data sets to defeat blue teams and criminals leveraging AI

For a real world example we’ll look at how red teams (and cybercriminals) employ ML to allow their malware to intelligently predict whether it is currently running on a real endpoint where it should proceed with the attack or if it’s actually been detonated on a sandbox and should thus lay still and be quiet.

There’s a lot of information available to malware for making this decision, such as:

  • Hardware resources and characteristics
  • System uptime
  • Last Login
  • File access history
  • Clipboard contents
  • Data about OS installation
  • Network configuration
  • Desktop usage
  • Event log
  • Running processes

With ML all of these can become features. Then a data model is built by analysis of multiple samples of both real and sandbox systems. In fact, we’ll explore one red teamer’s proof of concept for just such an attack. It’s easy to follow because it uses just a handful of features based on the list of active processes.

DomainTools is our sponsor and Principal Data Scientist, John “Turbo” Conwell, will join me again as a ML SME. You might remember Turbo from a popular session we did last year on using ML to predict which domain names are malicious.

Please join us for this real training for free session.

First Name:   
Last Name:   
Work Email:  
Phone:  
Job Title:  
Organization:  
Country:    
State:  
 

Your information will be shared with the sponsor.

By clicking "Submit", you're agreeing to our Privacy Policy and consenting to be contacted by us.

 

 

Additional Resources