ai and big data for national intelligence

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© Nubé Technologies AI+Big Data for National Intelligence Ideas and Possibilities

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Page 1: AI and Big Data For National Intelligence

© Nubé Technologies

AI+Big Data for National Intelligence

Ideas and Possibilities

Page 2: AI and Big Data For National Intelligence

© Nubé Technologies

About me- Founder of Nubé, an analytics startup in Noida- Product designer and lead developer of Reifier- Strata Hadoop World PMC- Open Source- IIT Delhi 1998

Page 3: AI and Big Data For National Intelligence

© Nubé Technologies

This talk is about- High level overview of big data and AI technologies- Discussion on state of the art- Questions

Page 4: AI and Big Data For National Intelligence

© Nubé Technologies

Big Data- Size- Data type - voice, video, chat scripts

Page 5: AI and Big Data For National Intelligence

© Nubé Technologies

AIAll about pattern finding or pattern matching - patterns which we do not know beforehand

Page 6: AI and Big Data For National Intelligence

© Nubé Technologies

Why is this important?- Data collected for intelligence is huge- Data does not have desired structured form- We probably do not know what we are looking for

Page 7: AI and Big Data For National Intelligence

© Nubé Technologies

Applications- Spam filters in emails- Auto responders- Meeting schedulers- Google Now flight and traffic alerts- Credit Card fraud- Chatbots- Self driving cars- Room assistants in hotels- Shopping assistants and recommenders- Facebook feed

Page 8: AI and Big Data For National Intelligence

© Nubé Technologies

Getting a complete view of a person - Reifier Entity Graph- By linking available information

Phone

CCTNS

Immigration

Income Tax

Train

Internet

VehiclesCredit Card

Page 9: AI and Big Data For National Intelligence

© Nubé Technologies

Discovering relationships - relationship graph- Father/Mother/Spouse/Siblings- Neighbours/Friends/Contacts- Transactions - Calls

Page 10: AI and Big Data For National Intelligence

© Nubé Technologies

That is the foundation, what else- Call pattern mining

- it is possible to find out if someone changes their telephone number by analyzing and comparing calling patterns

- Identify similar calling patterns- Travel pattern mining- Financial transaction mining

Juxtapose above information to the entity and relationship graphs

Page 11: AI and Big Data For National Intelligence

© Nubé Technologies

Image Analytics- Tag who, what, when, where- Search by image

Current state of the art can even identify people in blurred images

Page 12: AI and Big Data For National Intelligence

© Nubé Technologies

Video Analytics- Learn people, locations, speech- Flag inappropriate behaviour- Search for a person in CCTV footage- Mine behaviour traits and then find similar patterns

Smart AI cameras for surveillance are coming up

Page 13: AI and Big Data For National Intelligence

© Nubé Technologies

FBI STAR

Page 14: AI and Big Data For National Intelligence

© Nubé Technologies

FBI NSAC

Page 15: AI and Big Data For National Intelligence

© Nubé Technologies

Chat and Email

Page 16: AI and Big Data For National Intelligence

© Nubé Technologies

Prison Drug Smuggling

Page 17: AI and Big Data For National Intelligence

© Nubé Technologies

Social Media Mining

Page 18: AI and Big Data For National Intelligence

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Mining anomaly in mail usageThe Madrid train bombings case has revealed that the plotters communicated by sharing one e-mail account and saving messages to each other as drafts that, since they were never sent, didn't traverse the Internet as regular e-mail messages would.

Page 19: AI and Big Data For National Intelligence

© Nubé Technologies

Questions

Page 20: AI and Big Data For National Intelligence

© Nubé Technologies