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Artificial Intelligence
From Science to Fiction
Capgemini 2018
Marijn Markus
1952 Turing’s chess algorithm
1964 Asimov’s The Rest of the Robots
1974 1st AI Winter: Hardware
1980 Expert Systems
1984 Gibson’s Neuromancer
1987 2nd AI Winter: Software
1997 Deep Blue wins
2016 AlphaGo wins
History
“Cyberspace. A consensual hallucination experienced daily by billions.”
Now
‘(Artificial) Intelligence is whatever machines haven’t done yet’
Larry Tesler, 1979
The AI Effect
Buzzword
Bingo
Data
Big Data
Automation
Data
Science
Cloud
Security
Machine Learning
Stored in
Needed for
Used for
Aggregates to
Results in
Risks in
Blockchain
Distributed data
AI Assisted Auditors
Automatically analyze large
sets of unstructured documents
From rule to exception handling,
detect issues employees missed
Use machine learning and NLP
to model domain expertise
Document processing went
from 5 minutes to 5 seconds
Backend
Elasticsearch
Microsoft
Language
Conversation flow
Google
Speech
User
Speech to text Text analysis
SearchResponse
Visual recognition
of specific features
Custom deep learning models
beyond standard models
Optimized real time detection
Achieved 7 frames/second on USB
Automating the
inspection of
lease car audits
Applying unsupervised
learning techniques to
identify outliers and odd
driving behavior within
minutes, at scale
Carpol Driving Behavior Outlier Detection
Impact with AI
Improving retail forecast
Optimizing chain efficiency and
customer satisfaction for shoe retailer
Predicting hotspots
Improving the crime anticipation
systems for Dutch government
Conversational Commerce
Research, analysis and testing various
chatbot and voice solutions for banks
Project Stable Fires
Analyzing risk of fire at cattle farms, in
cooperation with multiple governments
Optimizing replenishment
of stores by improving transaction
forecast models by 8% at major retailer
Automated Reporting
Delivered demonstration for automated
processing of unstructured reports
What did we just do?
80%
Unstructured
20%
Structured
Name Freq Size Color
1 data 3 20 #00BFFF
2 structured 8 11 #00BFFF
3 relational 12 7 #013ADF
Any questions?

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Artificial intelligence from science to fiction marijn markus cwin18-utrecht

  • 1. Artificial Intelligence From Science to Fiction Capgemini 2018 Marijn Markus
  • 2. 1952 Turing’s chess algorithm 1964 Asimov’s The Rest of the Robots 1974 1st AI Winter: Hardware 1980 Expert Systems 1984 Gibson’s Neuromancer 1987 2nd AI Winter: Software 1997 Deep Blue wins 2016 AlphaGo wins History “Cyberspace. A consensual hallucination experienced daily by billions.”
  • 3. Now
  • 4. ‘(Artificial) Intelligence is whatever machines haven’t done yet’ Larry Tesler, 1979 The AI Effect
  • 5. Buzzword Bingo Data Big Data Automation Data Science Cloud Security Machine Learning Stored in Needed for Used for Aggregates to Results in Risks in Blockchain Distributed data
  • 6. AI Assisted Auditors Automatically analyze large sets of unstructured documents From rule to exception handling, detect issues employees missed Use machine learning and NLP to model domain expertise Document processing went from 5 minutes to 5 seconds
  • 8. Visual recognition of specific features Custom deep learning models beyond standard models Optimized real time detection Achieved 7 frames/second on USB
  • 9. Automating the inspection of lease car audits Applying unsupervised learning techniques to identify outliers and odd driving behavior within minutes, at scale Carpol Driving Behavior Outlier Detection
  • 10. Impact with AI Improving retail forecast Optimizing chain efficiency and customer satisfaction for shoe retailer Predicting hotspots Improving the crime anticipation systems for Dutch government Conversational Commerce Research, analysis and testing various chatbot and voice solutions for banks Project Stable Fires Analyzing risk of fire at cattle farms, in cooperation with multiple governments Optimizing replenishment of stores by improving transaction forecast models by 8% at major retailer Automated Reporting Delivered demonstration for automated processing of unstructured reports
  • 11. What did we just do? 80% Unstructured 20% Structured Name Freq Size Color 1 data 3 20 #00BFFF 2 structured 8 11 #00BFFF 3 relational 12 7 #013ADF