Developing Deep using MATLAB - MathWorks

[Pages:37]Developing Deep Learning Algorithms using MATLAB

David Willingham

? 2015 The MathWorks, Inc1.

New MATLAB framework makes deep learning easy and accessible

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Object Recognition using Deep Learning

ACCESS LEARN INTEGRATE

Training (using GPU)

Prediction

Millions of images from 1000 different categories

Real-time object recognition using a webcam connected to a laptop

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What is Deep Learning ?

Cat

Deep learning is a type of machine learning that learns tasks

directly from data

Dog

Learned Features

Car

Dog

...

Cat

Bird

Bird

Car

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What is Deep Learning ?

Cat

Dog

Learned Features

Car

Dog

...

Cat

Bird

Bird

Data

Car

Task

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Why is Deep Learning So Popular Now?

Human Accuracy

Source: ILSVRC Top-5 Error on ImageNet

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Deep Learning Enablers

Acceleration with GPUs

Massive sets of labeled data

Availability of state of the art models from experts

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MATLAB makes Deep Learning Easy and Accessible Learn about new MATLAB capabilities to

Handle and label large sets of images Accelerate deep learning with GPUs Visualize and debug deep neural networks Access and use models from experts

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