SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ......
Transcript of SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ......
![Page 1: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/1.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
SAS and Artificial Intelligence
![Page 2: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/2.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
OBJECTIVE
Tactics StrategyFuture Vision Current Reality
Leading with Intelligence
![Page 3: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/3.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
Artificial Intelligence (AI) is the science of training computers to perform tasks that typically require human intelligence to complete.
![Page 4: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/4.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
Performance Assessment
Extract real-time insights during games
Object Detection
![Page 5: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/5.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
Strategic AI Applications
Retail
Conversational Chat Bots
Contextual Marketing
Personalized Virtual Shopper
Fraud Detection
Credit Analysis
Automated Financial Advisors
Banking
Smart Cities
Sensor Fusion
Facial Recognition
Government
Predictive Diagnostics
Biomedical Imaging
Health Monitor
Heath and Life Sciences
Supply Chain Optimization
Automated Defect Detection
Energy Forecasting
Manufacturing and Energy
![Page 6: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/6.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
A Tactical Approach to AI
Machine Learning Natural Language Processing
Deep Learning Natural Language Understanding
![Page 7: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/7.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
EnergyForecasting
Use short and long-term variability to improve accuracy
Deep Learning
![Page 8: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/8.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
A Tactical Approach to AI
Machine Learning Natural Language Processing
Deep Learning Natural Language Understanding
![Page 9: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/9.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
Supply Chain Stability
Improve response to changes in the market
Natural Language Understanding
![Page 10: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/10.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
A Tactical Approach to AI
Machine Learning Natural Language Processing
Deep Learning Natural Language Understanding
Pattern Recognition ● Prediction ● Classification ● Image Recognition ● Speech to Text ●Cognitive Search ● Natural Language Interaction ● Natural Language Generation
![Page 11: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/11.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
Manufacturing Optimization
Identify defects during production
Pattern Recognition
![Page 12: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/12.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
A Tactical Approach to AI
Machine Learning Natural Language Processing
Deep Learning Natural Language Understanding
Pattern Recognition ● Prediction ● Classification ● Image Recognition ● Speech to Text ●Cognitive Search ● Natural Language Interaction ● Natural Language Generation
![Page 13: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/13.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
Wildlife Conservation
Provide non-invasive monitoring of
endangered species
Image Recognition
![Page 14: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/14.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
We provide elements and capabilities
for people that aspire to build an AI system.
![Page 15: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/15.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
These AI elements are being embedded in the SAS platform.
![Page 16: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/16.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
Our approach to AI is
augmenting human efforts
![Page 17: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/17.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
Change the World
Advancing analytics by embedding AI in the
SAS Platform
Apply analytics to data
The SAS Platform
![Page 18: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/18.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
Input
Deep learning
Learning
MilitarySurveillance
Crop Yields
Fraud MedicalImages
Autonomous Vehicles
CustomerTargeting
![Page 19: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/19.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
Introduction to deep Learning
Agenda
4
1Deep Learning Defined
2Sample Business Applications
3Deep Learning Architectures
Comparison with other Algorithms
5Competitive Landscape
High Level Planning6
![Page 20: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/20.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
The Basics Deep Learning Defined
Deep learning is a sub-class of machine learning based on a set of algorithms that attempt to model high-level abstractions in data by using multiple processing layers with complex structures.
Deep learning platform is a platform which help users to build different deep learning architectures or facilitate users to apply deep learning to a wide range of business applications with apps and services.
![Page 21: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/21.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
Deep learning Why Deep learning?
• Very flexible structures of networks;
• Learning often improves with more data;
• Requires minimal feature engineering;
• Perform best in speech, text, image and video recognition;
Problems in Deep learning?
• Long training time;
• Hard to train due to the unstable gradient, numerous hype-
parameters and flexible architectures;
• Overfitting;
• The extracted features may be non-interpretable;
![Page 22: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/22.jpg)
C op yr i g h t © 2015 , SAS Ins t i t u te Inc . A l l r i g h ts r eser v ed .
deep Learning WHY IS DEEP LEARNING SO HOT?
• Drastically increased chip processing abilities such as general purpose graphical processing units (GPGPUs) and MPP platforms;
• Significantly increased size of data for training, making the overfitting problem much
less severe;
• Great advances of machine learning algorithms for deep learning such as min-batch
random gradient descent;
Google Trends over time – Deep Learning
![Page 23: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/23.jpg)
C op yr i g h t © 2015 , SAS Ins t i t u te Inc . A l l r i g h ts r eser v ed .
Business applications
UNLIMITED BOUNDS
Finance: Time series prediction and forecasting; fraud detection
Cybersecurity: Protection of information systemsMedical applications: Diagnostics, image recognitionAgriculture: Image recognition and feature codingMilitary Surveillance: Video recognition, planning and
optimizationComputer recognition: Image tagging and speech, text
recognitionAutonomous vehicles – cars, drones, robots, etc.
And much, much more.
![Page 24: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/24.jpg)
C op yr i g h t © 2015 , SAS Ins t i t u te Inc . A l l r i g h ts r eser v ed .
Deep Learning ARCHITECTURES
Deep Forward Nets
Convolutional Networks
Recurrent Networks
Auto-encoders4
![Page 25: SAS and Artificial Intelligence · Pattern Recognition Prediction Classification Image ... abstractions in data by using multiple ... Military Surveillance: Video recognition ...](https://reader033.fdocuments.us/reader033/viewer/2022052319/5b4bb4167f8b9a9a2c8d0e5b/html5/thumbnails/25.jpg)
Copyr ight © SA S Inst i tute Inc . A l l r ights reserved .
What’s your
vision?