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MATLAB 和 NVIDIA Docker:完整的 AI 解决方案..pdf
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MATLAB 和 NVIDIA Docker:完整的 AI 解决方案..pdf
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1
© 2019 The MathWorks, Inc.
MATLAB and NVIDIA Docker:
A Complete AI Solution, Where You Need It,
In an Instant
Jos Martin
Senior Engineering Manager – Parallel Computing
![](https://csdnimg.cn/release/download_crawler_static/89081850/bg2.jpg)
2
Motivating Examples
Build a scalable web-application that can classify the genre of a short
sample of music
Build a model to detect tumours in 3-D MRI brain scans
![](https://csdnimg.cn/release/download_crawler_static/89081850/bg3.jpg)
3
Deep Learning Workflow
Access Data
Preprocess
Select Network
Train/Test
Deploy
![](https://csdnimg.cn/release/download_crawler_static/89081850/bg4.jpg)
4
Problem: Music Genre Classification
▪ Can we classify a (short) portion of audio into one of
a number of genres?
▪ (Self imposed) constraint
– Try to assume as little as possible about how to do this
– optimize hyper-parameters, network architecture, etc.
– Try out various different pre-processing techniques
REF: Music Popcorn – A visualization of the music genre space. (http://static.echonest.com/popcorn/)
![](https://csdnimg.cn/release/download_crawler_static/89081850/bg5.jpg)
5
Problem: Music Genre Classification
▪ Some fundamental assumptions
– Convert audio to image-like data
▪ Want to use CNN-like architecture
– Not going to use recurrent network (RNN)
▪ We have a classification problem
▪ This is not an obvious choice and might be worth
revisiting
– Work on a 5s sample
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