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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) | |
--> |