Transformation to Artificial Intelligence with. MATLAB. Roy Lurie ... deployed to drill site. Pump logs of temperature, pressure. & other data. 1TB. A...
Multifamily 2017 Mid -Year Outlook July 2017 2 of absorption around 280,000 units. The current demographic drivers of the Millennial cohort, a more ethnically
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3 2015 Multifamily Outlook Multifamily rental housing fundamentals outperformed many market forecasts in 2014; strong demand absorbed the increased supply of
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COMPARATIVE ADVANTAGE PRACTICE Create a chart for each of the following problems. First- Identify if it is a output or input question Second-Identify who has the
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Keynote Speaker: Dr. Ivo Pezzuto. is an internationally recognized global market and scenario analyst and writer. He is the author of 'Predictable and Avoidable
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Deep learning is a type of machine learning in which a model learns to perform classification tasks directly from images, text, or sound. Deep learning is usually implemented using a neural network architecture. The term “deep” refers to the number o
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1 2018 Heads of School Conference Keynote & Session Presenters (In alphabetical order) Keynote Speakers Maureen Costello leads the Southern Poverty Law Center’s
Sample Speech Excerpt: Keynote Address by Toyota’s Vice President of Diversity to the National Society of Hispanic MBA (NSHMBA) Annual Leadership Conference
A brief history of the automobile First Commercial Gas Car
1885
Benz Patent Motor Car 2
A brief history of the automobile First Affordable Car
1908
Ford Model T 3
A brief history of the automobile First ECU
1981
GM Vehicles 4
A brief history of the automobile
1981
TODAY
5
The First Digital Transformation: Embedded Controls in Everything
?
Model-Based Design
Data Analysis Engine Calibration
6
A brief history of the automobile First Connected Cars
1996
GM OnStar 7
A brief history of the automobile First ADAS
2000
Mercedes-Benz Actros Lane Departure Warning System 8
A brief history of the automobile
2000
Today/Soon
9
The Second Digital Transformation: Artificial Intelligence Everywhere
?
Model-Based Design
Data-Driven Algorithms
10
11
Using Machine Learning to build and deploy a predictive maintenance system
1TB
Analytics and Machine Learning plus signal processing, neural networks & more
Pump logs of temperature, pressure & other data
Predictive Model deployed to drill site Maintenance Needed
12
13
Using Model-Based Design and Data Analytics to design and verify an automated driving system Machine Learning extract interesting events 80 TB Visualize Sensor Data
Vehicle Logs of video and radar data Sensor Fusion
Algorithms deployed on vehicle
Re-simulate Refine Algorithm 14
Challenges of developing and integrating AI ▪ ▪ ▪
Big Data Analytics Machine Learning and Deep Learning Cloud and Embedded Algorithm Deployment
MATLAB makes AI easy and accessible for Engineers
15
MATLAB makes big data easy and accessible for Engineers Working with Real-World Data Numeric
double, logical single, …
categorical
datetime duration calendarDuration
Heterogeneous timetable
structure
cell
table
c|h
{c|h}
str str
char
cell string
string
Text
16
MATLAB makes big data easy and accessible for Engineers Working with Really Big Data {c|h} str {c|h} str {c|h} str {c|h} str {c|h} str {c|h} str
Tall arrays 17
MATLAB makes big data easy and accessible for Engineers Data Analysis Apps
Regression Learner 18
Deep Learning is changing the world
19
Deep Learning Tools are for Programmers
20
MATLAB makes deep learning easy and accessible for Engineers
21
MATLAB makes deep learning easy and accessible for Engineers
camera = webcam; img = snapshot(camera); net = alexnet; label = classify(net,img)
22
MATLAB makes deep learning easy and accessible for Engineers
Vehicle Detection with Deep Learning 23
Only MATLAB and Simulink get analytics to both embedded and enterprise systems ENTERPRISE
EMBEDDED
24
Each release makes AI easy and accessible
▪ JSON ▪ Neo4j ▪ Mobile
Sensors Cloud Logging ▪ Timetable ▪ String ▪ Preprocessing Functions ▪ Missing Data Functions ▪ Tall Arrays ▪ Big Data Algorithms ▪ Deep Learning ▪ Hyperparameter Optimization ▪ Spark ▪ MATLAB on ThingSpeak ▪ ThingSpeak Paid Options
▪ Machine
Learning Code Generation ▪ MATLAB Production Server RESTful Interface ▪ Deep Learning on Amazon GPU ▪ Live Script Equation Editor ▪ Live Script Interactive Plots ▪ Live Scripts in MATLAB Online ▪ Live Scripts in MATLAB Examples ▪ App Designer UITable ▪ MATLAB Mobile Editor ▪ MATLAB Mobile Open Access ▪ MATLAB Online for All Named users ▪ AlexNet
▪ Live
Script Editable Figures ▪ App Designer full 2D plotting ▪ App Designer Interactive Tutorial ▪ MATLAB Drive ▪ Heatmap Charts ▪ Regression Learner app ▪ Machine Learning Classification Code Generation ▪ Deep Learning Regression ▪ Deep Learning on CPU and Multiple GPU
▪ VGG-16,
VGG-19 ▪ CAFFE Model Zoo ▪ Tall timetable ▪ Add-On Explorer Categories ▪ Live Legends ▪ Categorical Plotting ▪ Preprocessing Functions ▪ Faster Object Property Setting ▪ Object Property Typing ▪ Offline Mobile Sensing ▪ Bayesian Statistics ▪ Symbolic Variable Units
25
Unique Platform Combination Powering New Applications
