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2/13/2018 4:38 AM © Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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Navigating the AI Revolution
2/13/2018 4:38 AM B8071 Navigating the AI Revolution Bill Barnes Principal Software Engineer, Microsoft DX Micheleen Harris Software Engineer, Microsoft DX © Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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AI
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Al
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“Artificial Intelligence is just whatever a computer can’t do yet…”
Chris Bishop, Microsoft Research
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“Artificial Intelligence is computers doing things that we would normally think of as intelligent in humans.” Rick Barazza, Microsoft DX
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Model Fact Doctor/ Lawyer/ Astronaut/ President
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Model Sensory Input Behavior NEURAL NETWORK
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Model Data Answers
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Algorithms Diseased?
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You don’t have to know math to work here… but it helps!
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(Reinforcement Learning)
Predict how much/many (Regression) Data structure? (Clustering, Recommender) Which category? (Classification) What next? (Reinforcement Learning) Is it weird? (Anomaly)
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things that we would normally think of as intelligent
MACHINE LEARNING AI Computers doing things that we would normally think of as intelligent in humans NEURAL NETWORKS
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NEW COMBO OF MATH BIG DATA MASSIVE COMPUTATION the spark the fuel the horsepower
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NEW COMBO OF MATH BIG DATA MASSIVE COMPUTATION the spark the fuel the horsepower
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NEW COMBO OF MATH BIG DATA MASSIVE COMPUTATION the spark the fuel the horsepower
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SUMMER 2012
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16,000 CPUS GOOGLE BRAIN SUMMER 2012
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Geoffrey Hinton, Alex Krizhevsky, &
< Geoffrey Hinton, Alex Krizhevsky, & Ilya Sutskever DEEP CNNs on 2 GPUs SUMMER 2012 WINTER 2012
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“We tend to overestimate the effect of a technology in the short run and underestimate the effect in the long run.” Ray Amara
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The way we will make software is not the way we have made software.
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R Python Linear algebra feature engineering Training set Statistics
Anomaly detection Unit step function Principal component analysis Probability theory Linear algebra Cross-validation Python Information theory Bias-variance tradeoff Test set Differential equations False negatives Logistic regression Perceptron feature engineering Scala Reinforcement learning Activation functions Dimensionality Multi-class classification Accuracy False positives Sensitivity Training set Stochastic gradient descent Spark clusters Recommender systems Precision Statistics Support vector machines Deep belief networks Normalization Algorithms K-means clustering GPUs Multivariate calculus Sigmoid function Recurrent neural networks R Complex optimizations Sentinel values Recall Convolutional neural networks Generative adversarial neural networks Deep belief networks
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things that we would normally think of as intelligent
AI Computers doing things that we would normally think of as intelligent in humans
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Microsoft AI Cognitive Services MicrosoftML CNTK
plug & play (OCR, Bing Speech) customize with your data (Face Identification, Recommendation) build your own model (LUIS, CRIS, IRIS) MicrosoftML CNTK
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MicrosoftML Pick a common ML tool and sample data Quickstart guide
See some results – how well did it go Graph data Disease or not disease? Get curious – ask a question
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More AI at //build Wednesday 2:00PM B8010
Bot Capabilities, Patterns and Principles 3:30PM B8092 Using Microsoft Speech APIs to bring the power of speech recognition to your apps 5:00PM B8091 Build intelligence into your Business Apps with ease using Bing APIs in Cognitive Services Thursday 10:30AM B8020 Computer Vision made easy: from pre-trained models to custom ones, Cognitive Services has you covered. 1:00PM B8903 Open Q&A: Artificial intelligence tools for developers 4:00PM B8090 How Language APIs can help your apps communicate with people Friday 12:30PM B8089 Let Knowledge APIs utilize the power of the web to improve your apps B8038 Deep learning with Cognitive Toolkit
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AI and You
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Al and You
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2/13/2018 4:38 AM © Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.
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