Tillämpad AI
Staffan Truvé
• Varför är jag här?
• CTO och medgrundare, Recorded Future – ”AI for Intelligence”
• Ordförande, AI Sweden
• Ingenjörsvetenskapsakademien (IVA) – ”Peak Human”
Accelerating applied AI
in Sweden
Accelerating the use of AI for the benefit of our society, our
competitiveness, and for
everyone living in Sweden
National center for applied AI
Neutral,
non-profit and broadly
funded
Here to help AI help you
Accelerating applied AI Swedish industry and society
Backed by Swedish government, by public and private sector
Strengthen and
transform operations through the use of AI
Invest together – Share with all
Cross-sector
Examples of what we do
Value creat ion
AI expert ise and t echnology Dat a and
inf rast ruct ure
Business underst anding
Executive AI Accelerator Startup program
Legal Expert Group Data Factory solutions
- Compute and storage capacity - Infrastructure testbed
AI Change Agent Program AI for Leaders
Decentralized AI
Language technologies
Strategic areas of applied AI
Decentralized AI Privacy preserving solutions
Language technologies for Swedish & Other
languages
Multi-modal insights &
integration
Complex systems
management Organization for AI impact
… …
Edge Lab by partners Expertise & knowledge
sharing Investments by
partners
Infrastructure Manpower
Use case by partners
Automotive
Healthcare
Recycling
Coming use case: Pharma, security, etc
Research & Innovation partners to be invited
International collaboration – Early discussion initiated
Example: Decentralized AI
AI for Intelligence
Staffan Truvé PhD
CTO & Co-Founder Recorded Future
Där all världens information,
transaktioner, IP och pengar bor och flyttar på sig
Där cyberattacker planeras, utförs och kapitaliseras
GOTT ONT
● Bygg en riskorienterad tvilling av världen - i Internetskala och i realtid
● Organisera för analys -
av människor och algoritmer
● Möjliggör “riskanalys-kentaurer”
● AI för automatisering och förstärkning
Grundläggande idéer
Structured data from technical sources Unstructured text sources
Hur bygger man en digital tvilling?
Source: https://krebsonsecurity.com/2020/10/fbi-dhs-hhs-warn-of-imminent-credible-ransomware-threat-against-u-s-hospitals
Security Intelligence
Graph
Open Source Collection
Risk Scoring
Targeted Collection Victim Identification
Alerting
AI @ Recorded Future
• Kunskapsrepresentation – Security Intelligence Graph
• Textanalys / NLP
• Risk Scoring / Anomalidetektering
• Prediktiv Analys
Infra- structure
Victims
Capabilities Adversaries
Red Delta
167.88.
180.5 PlugX
codegreen.ae
185.239.
226.65
167.88.
180.132 crcl.lu
6aad032a0 84de893b0 e8184c17f0
376a
CVE 2012-
0158 CVE
2017- 0199 APT
10
Axiom Hacking Group
whitewall.
top
46.*.*.100
Vatican City
Security
Intelligence
Graph
Collection
Text Analytics/
NLP
Data Analytics
RULE BASED ML BASED
Vem? Vad? Var? När? Varför?
Text classification
Language classification
Topic classification
Entity recognition
Event classification
Role assignment
Temporal analysis
Sentiment analysis
Country: Russia Company: Nuance Industry: Hospitals Malware: Petya
Country: United Kingdom
Event Extraction
Source: https://xkcd.com/195/
Exempel: prediktering av IP-risk
Slutsatser
• AI kan verkligen ge företag unika konkurrensfördelar
• Inte en lösning i sig, utan som del i en systemlösning
• AI erbjuder en portfölj av verktyg – representation, logik, ML
• Kentaurer: människa + maskin
• Vi har knappt ens börjat…
Staffan Truvé
truve@recordedfuture.com
