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# Intel AI
## Keynote Stephan Gillich
![Why AI?](pics/2020_02_05-09_14-42-iPhone%208-1875.jpg "Why AI?")
![AI evolving](pics/2020_02_05-09_17-30-iPhone%208-1876.jpg)
Development steps
![Sol3](pics/2020_02_05-09_31-43-iPhone%208-1877.jpg "Develop")
Deployment
![Sol4](pics/2020_02_05-09_33-52-iPhone%208-1878.jpg "Deploy")
Acceleration
![AI Journey](pics/2020_02_05-09_37-54-iPhone%208-1879.jpg "Journey")
AI Software
![AI SW](pics/2020_02_05-09_44-23-iPhone%208-1880.jpg "AI SW")
AI Community
![Community](pics/2020_02_05-09_46-35-iPhone%208-1881.jpg "Community")
Optimized Frameworks/Toolkits
![](pics/2020_02_05-09_56-13-iPhone%208-1882.jpg)
DL Framework
![](pics/2020_02_05-09_58-47-iPhone%208-1883.jpg)
<!---
10
![](pics/2020_02_05-09_58-59-iPhone%208-1884.jpg)
-->
DL Boost
![](pics/2020_02_05-09_59-11-iPhone%208-1885.jpg)
Optimized deep learning frameworks
![](pics/2020_02_05-11_37-20-iPhone%208-1888.jpg)
![](pics/2020_02_05-11_38-27-iPhone%208-1889.jpg)
### Neural network -- how to decide
![](pics/2020_02_05-11_47-25-iPhone%208-1890.jpg)
![](pics/2020_02_05-11_49-47-iPhone%208-1891.jpg)
#### Inception v3
![Inception v3](pics/2020_02_05-11_50-33-iPhone%208-1894.jpg)
#### VGG16
![VGG16](pics/2020_02_05-11_50-33-iPhone%208-1895.jpg)
#### Mobilenet
![Mobilenet](pics/2020_02_05-11_50-35-iPhone%208-1896.jpg)
## Intro
Current hardware: Cascade Lake
DevCloud
## Hands-on
Individually assigned IP-address for each participant for hands-on ...
<!---
IP-address #18: 54.214.73.42
Add ":8888" to URL, pw intel123)
-->
get [Intel-optimized TensorFlow](http://ai.intel.com/framework-optimizations)
ipynb2: 299,299,64
Batch: bigger = faster but potentially less accurate ([Paper](https://arxiv.org/abs/1609.04836))
## Guest talk: [David Brayford](mailto:@lrz.de) (LRZ) *Charliecloud* @ LRZ
[OpenHPC](https://openhpc.community)
### Intel ML frameworks
![](pics/2020_02_05-13_42-20-iPhone%208-1899.jpg)
![](pics/2020_02_05-13_44-23-iPhone%208-1900.jpg)
<!---
![](pics/2020_02_05-13_45-17-iPhone%208-1901.jpg)
-->
![](pics/2020_02_05-13_46-51-iPhone%208-1902.jpg)
### Charliecloud
![](pics/2020_02_05-13_51-25-iPhone%208-1903.jpg)
![](pics/2020_02_05-13_51-29-iPhone%208-1904.jpg)
![](pics/2020_02_05-13_52-29-iPhone%208-1905.jpg)
![](pics/2020_02_05-13_54-43-iPhone%208-1906.jpg)
![](pics/2020_02_05-13_56-10-iPhone%208-1907.jpg)
![3dGAN](pics/2020_02_05-13_56-22-iPhone%208-1908.jpg)
### Tutorial / Demo
Tools available convert [Docker](https://www.docker.com) to
- [singularity](https://singularity.lbl.gov)
- [charliecloud](https://github.com/hpc/charliecloud) ([@LRZ](https://doku.lrz.de/display/PUBLIC/Charliecloud+at+LRZ)) ([Tutorial](https://hpc.github.io/charliecloud/tutorial.html))
- [shifter](https://www.nersc.gov/research-and-development/user-defined-images/) ([github](https://github.com/NERSC/shifter))
---
![Charliecloud commands](pics/2020_02_05-14_04-04-iPhone%208-1909.jpg)
<!---
![screen](pics/2020_02_05-14_05-49-iPhone%208-1910.jpg "Screen shot")
-->
## Scikit Learn
![scikit learn](pics/2020_02_05-15_17-26-iPhone%208-1911.jpg "Scikit Learn")
DAAL4py
![DAAL4py](pics/2020_02_05-15_24-44-iPhone%208-1912.jpg "DAAL4py")
*k*-means
![k-means](pics/2020_02_05-15_30-39-iPhone%208-1914.jpg "k-means")
MKL for numpy
![numpy](pics/2020_02_05-15_42-22-iPhone%208-1915.jpg "MKL for numpy")
![MKL](pics/2020_02_05-15_44-06-iPhone%208-1916.jpg "scikit MKL")
![scikit learn MKL perf](pics/2020_02_05-15_44-59-iPhone%208-1917.jpg "scikit learn MKL performance")
Kernel PCA
![KPCA](pics/2020_02_05-15_45-39-iPhone%208-1918.jpg "KPCA")
## DevCloud
software.intel.com/edge
---
### Over-/Previews
#### Parallel Studio
![ParStudio](pics/2020_02_05-16_09-57-iPhone%208-1919.jpg "Parallel Studio")
#### Parallelism
![Levels Par](pics/2020_02_05-16_11-43-iPhone%208-1920.jpg "Levels of Parallelism")
#### OpenMP automated
![OpenMP](pics/2020_02_05-16_18-22-iPhone%208-1922.jpg "OpenMP")
#### [OpenVINO](https://software.intel.com/en-us/openvino-toolkit) (Open Visual Inference and Neural network Optimization)
![OpenVINO](pics/2020_02_05-16_33-50-iPhone%208-1923.jpg "openVINO")
- [Documentation](https://docs.openvinotoolkit.org/latest/index.html)
- [Intro](https://towardsdatascience.com/introduction-to-openvino-897e705a1f0a)
<!---
### Networking
- Klaus Kohl-Schöpe, *Arrow*, Elect. Components
- Oliver Hauck
- [Hannah Wills](hereComesTheCamelCase@gmail.com), +49 177 3096 777, Uni Augsburg: *Embedded Health*
- [Michael Scheithauer](mailto://michael.scheithauer@intel.com)
-->