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Deep Learning for Java
(DL4J)
ujava.org Workshop
2015-07-11
www.idosi.com
CEO 강신동
Shindong KANG
(주)지능도시
www.idosi.comujava.org
www.idosi.comspaceapi.org
www.idosi.com
DL4J (Deeplearning4j, Deep Learning for Java)
www.idosi.com
“Deep Learning” keyword Google Trend Graph
www.idosi.com
DL4J
www.idosi.com
DL4J
www.idosi.com
DL4J
www.idosi.com
ND4J (Scientific Computing for Java)
www.idosi.com
DL4J Installation Summary
Git clone URL
Canova
DeepLearning4j
ND4j
Examples
Import project as existing maven project
www.idosi.com
github.com
www.idosi.commaven.org
www.idosi.comMaven plugin for Eclipse
www.idosi.comDL4J projects
www.idosi.comJblas (Linear Algebra for Java) , JNI on BLAS and LAPACK
www.idosi.comjblas.org
www.idosi.comBLAS (Basic Linear Algebra Subprograms) , native
www.idosi.comLAPACK (Linear Algebra Package), native FORTRAN
www.idosi.comjblas JNI
jblas Java API
BLAS LAPACK
www.idosi.comJCublas (Java Cuda BLAS) for GPUs
www.idosi.com
ND4J (Scientific Computing for Java)
www.idosi.comCUDA Toolkit 6.5
www.idosi.comjcuda.org
www.idosi.com
JCuda Files
www.idosi.comGPU-Z
www.idosi.comCanova
www.idosi.comYann LeCun MNIST (FaceBook AI Director)
www.idosi.comMNIST
28 x 28 pixel
70,000 images
60k train set
10k test set
about 12 MB
www.idosi.comMNIST Home Page
www.idosi.comMNIST File Format
www.idosi.comIris (붓꽃)
www.idosi.comIris
www.idosi.comIris
Iris setosa Iris virginicaIris versicolor
Sepal length (꽃받침)
Sepal width
Petal length (꽃잎)
Petal width
www.idosi.comIris Data set
www.idosi.comIris Data set
www.idosi.comDL4J examples from github
www.idosi.com
Import Existing Maven Projects
www.idosi.comImport Maven Projects
www.idosi.comImported deeplearning4j-examples project
www.idosi.com
clone Canova from github.com
www.idosi.comImport Maven Projects for Canova
www.idosi.comImported Canova projects
www.idosi.comClone ND4J from github.com
www.idosi.comClone deeplearning4j from github.com
www.idosi.comImport Maven Projects for deeplearning4j
www.idosi.com
CL compiler
java.io.IOException: Could not create .ptx file:
o.n.l.j.k.KernelFunctionLoader - errorMessage:
o.n.l.j.k.KernelFunctionLoader - outputMessage:
nvcc fatal : Cannot find compiler 'cl.exe' in PATH
www.idosi.comFree download Microsoft Visual C++ Compiler CTP
www.idosi.com
PATH for cl.exe compiler
www.idosi.com
NVIDIA CUDA Compiler
www.idosi.comDL4J All API Doc http://idosi.com/javadoc/DL4J
www.idosi.com
cuBLAS
www.idosi.com
jcuda.org
www.idosi.comJcuda Download
www.idosi.com
JCublas
www.idosi.comJCublas code and Cublas code
www.idosi.comJCufft
www.idosi.com
JCurand
www.idosi.com
Sparse Matrix (희소행렬)
www.idosi.com
JCusparse
www.idosi.com
JCusolver
www.idosi.com
JCudpp
www.idosi.comJnpp (for image processing)
www.idosi.comJnpp (for image processing)
www.idosi.com
JCuda Files
www.idosi.com
CNN Iris Example
www.idosi.com
pom.xml for BLAS or CUDA
www.idosi.com
CNN Iris Example's VM arguments
www.idosi.com
CNN Iris Example CUDA Execution Result
www.idosi.com
Java Visual VM (jvisualvm.exe)
www.idosi.com
JVisualVM for DL4J monitoring
www.idosi.com
CNN Iris Example Memory Usage
Thank you !
(주)지능도시
Intelligent City Ltd.
강신동
Shindong KANG
www.idosi.com
ceo@idosi.com

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Deep Learning for Java (DL4J)