[TestWarez 2017] Testing Artificial Intelligence

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Stowarzyszenie Jakości Systemów Informatycznych (SJSI)

AI technologies are one of the fastest moving forward. New algorithms, hardware and software are enabling solutions and technologies that few years ago were Science Fiction. Self-driving cars, automated translators, medical diagnostic tools are products we starting to use every day and many more are coming much sooner than our predictions. Presentation will focus on presenting existing AI solutions based on deep learning and challenges with testing them. It will be less technical more pointing interesting problems and new approaches to testing process of AI products. I will say few words about proving that AI works, its safeness and practical problems that we have in enabling it in everyday life. Also I will say few words about next technological revolution that we are entering thanks for AI solutions and how it will change our daily work.

Software

Agenda
• Deep Learning today
• Trends for near future
• Testing AI
• New testers and their skillset

Healthcare: Tumor detection
Automotive: Speech interfaces
Normal
Tumor
Industry: Agricultural Robotics Energy: Oil & Gas
Plant
Weed
Genomics: Sequence analysisFinance: Document Classification
Deep learning in practice

Consumer Health Finance Retail
Governme
nt
Energy Transport Industrial Other
Smart Assistants
Chatbots
Search
Personalization
Augmented Reality
Robots
Enhanced Diagnostics
Drug
Discovery
Patient Care
Research
Sensory
Aids
Algorithmic Trading
Fraud Detection
Research
Personal Finance
Risk Mitigation
Support
Experience
Marketing
Merchandising
Loyalty
Supply Chain
Security
Defense
Data
Insights
Safety & Security
Resident Engagement
Smarter
Cities
Oil & Gas Exploration
Smart
Grid
Operational
Improvement
Conservation
Autonomous Cars
Automated Trucking
Aerospace
Shipping
Search & Rescue
Factory Automation
Predictive Maintenance
Precision Agriculture
Field Automation
Advertising
Education
Gaming
Professional & IT
Services
Telco/Media
Sports
Source: Intel forecast
Ai is transformative

wHat’s New?
Changes and
breakthroughs in
recent year

HARDWARE Trends
specialized
hardware for DL
P100, Volta,
Movidius chip, Crest
Optimize DL on all
purpouse hardware
(CPU / FPGA)
Training: More
power and
scalability for data
center
Inference: better
performance / W

0%
8%
15%
23%
30%
Human
2010 Present
Image
recognition
0%
8%
15%
23%
30%
2000 Present
Speech
recognition
Error
Error
Human
97%
person 99%
“play song”
Deep learning breakthroughs

breakthroughs in 2017
• Google: composer
• Baidu: Real time translators (accuracy better than professional translators)
• DeepMind: AlfaGo (games with examples of „intuition” and „innovation”)
• Google: data center power optimizations thanks to big data + DL
• IBM: high value patent searcher
• Facebook: Solved scalability problems (time to train from weeks to <1h!)
• DeepMind: DOTA IA player / StarCraft API
• Tesla: self driving car type 4

Predictions
What Can we
expect in Next
Years

Multiple examples will provide clear numbers that AI is better.
It will lead us to next revolution…
STATISTICS

Big grow in next years
• Self driving cars type 5
• Medical diagnosis
• Urban planning
• Speech to picture
• Image to description
• Chemical reactions predictions
• Neuromorphic processors
• Context Learning (learn without big data)

12
Revolutions in Human history
• Agriculture – tribes, cites, civilizations (hunters -> farmers)
• Steam power – industry, mass production (farmers -> workers)
• Transistor – information era (workers -> commerce)
• AI – farmers, workers, commerce -> ???

Testers in AI domain
Skillset,
specializations

Skills – now and in the future
• Current needs:
o Linux, bash, python
o ISTQB theory, exploratory testing
o DL and Big Data knowledge
• Future:
o Training data creation and augmentation
o Robotics, machines debug
o Ethics, behaviorism

15
New Jobs Names
• AI trainer
• Big Data augmentation eng
• AI field tester
• Behavior QA
• AI Insurance experts
WESTWORLD is recruiting…. 

 Intel Developer Zone for
Artificial Intelligence
 Deep Learning Frameworks,
libraries and additional tools
 Workshops, Webinars, Meet
Ups & Remote Access
software.intel.com/ai/academy
Intel® Nervana™ ai academy

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Dobry system musi być przetestowany pod względem wydajnościowym. Takie testy są zupełnie inne niż testy funkcjonalne: zamiast binarnego rezultatu (pass, fail), mamy ogromne ilości danych do zebrania, zaprezentowania i zinterpretowania. Podczas wystąpienie prelegent omówi cały cykl testów wydajnościowych: od przygotowania warunków testu, środowisk i danych testowych, poprzez przeprowadzenie testów, zebranie danych, ich prezentację i interpretacje, aż po przeprowadzenie procesów decyzyjnych wynikających z danych.

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[TestWarez 2017] Testing Artificial Intelligence

1. Pawel Noga Benchmark Team Testing AI

2. Agenda • Deep Learning today • Trends for near future • Testing AI • New testers and their skillset

3. Healthcare: Tumor detection Automotive: Speech interfaces Normal Tumor Industry: Agricultural Robotics Energy: Oil & Gas Plant Weed Genomics: Sequence analysisFinance: Document Classification Deep learning in practice

4. Consumer Health Finance Retail Governme nt Energy Transport Industrial Other Smart Assistants Chatbots Search Personalization Augmented Reality Robots Enhanced Diagnostics Drug Discovery Patient Care Research Sensory Aids Algorithmic Trading Fraud Detection Research Personal Finance Risk Mitigation Support Experience Marketing Merchandising Loyalty Supply Chain Security Defense Data Insights Safety & Security Resident Engagement Smarter Cities Oil & Gas Exploration Smart Grid Operational Improvement Conservation Autonomous Cars Automated Trucking Aerospace Shipping Search & Rescue Factory Automation Predictive Maintenance Precision Agriculture Field Automation Advertising Education Gaming Professional & IT Services Telco/Media Sports Source: Intel forecast Ai is transformative

5. wHat’s New? Changes and breakthroughs in recent year

6. HARDWARE Trends specialized hardware for DL P100, Volta, Movidius chip, Crest Optimize DL on all purpouse hardware (CPU / FPGA) Training: More power and scalability for data center Inference: better performance / W

7. 0% 8% 15% 23% 30% Human 2010 Present Image recognition 0% 8% 15% 23% 30% 2000 Present Speech recognition Error Error Human 97% person 99% “play song” Deep learning breakthroughs

8. breakthroughs in 2017 • Google: composer • Baidu: Real time translators (accuracy better than professional translators) • DeepMind: AlfaGo (games with examples of „intuition” and „innovation”) • Google: data center power optimizations thanks to big data + DL • IBM: high value patent searcher • Facebook: Solved scalability problems (time to train from weeks to <1h!) • DeepMind: DOTA IA player / StarCraft API • Tesla: self driving car type 4

9. Predictions What Can we expect in Next Years

10. Multiple examples will provide clear numbers that AI is better. It will lead us to next revolution… STATISTICS

11. Big grow in next years • Self driving cars type 5 • Medical diagnosis • Urban planning • Speech to picture • Image to description • Chemical reactions predictions • Neuromorphic processors • Context Learning (learn without big data)

12. 12 Revolutions in Human history • Agriculture – tribes, cites, civilizations (hunters -> farmers) • Steam power – industry, mass production (farmers -> workers) • Transistor – information era (workers -> commerce) • AI – farmers, workers, commerce -> ???

13. Testers in AI domain Skillset, specializations

14. Skills – now and in the future • Current needs: o Linux, bash, python o ISTQB theory, exploratory testing o DL and Big Data knowledge • Future: o Training data creation and augmentation o Robotics, machines debug o Ethics, behaviorism

15. 15 New Jobs Names • AI trainer • Big Data augmentation eng • AI field tester • Behavior QA • AI Insurance experts WESTWORLD is recruiting…. 

16.  Intel Developer Zone for Artificial Intelligence  Deep Learning Frameworks, libraries and additional tools  Workshops, Webinars, Meet Ups & Remote Access software.intel.com/ai/academy Intel® Nervana™ ai academy

[TestWarez 2017] Testing Artificial Intelligence

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