SlideShare a Scribd company logo
NN Models with DL4J
for Deep Learning
ujava.org 11th
Deep Learning Workshop
2015-08-08
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
Hopfield Network
www.idosi.com
Boltzmann Machine
www.idosi.com
RBM (Restricted Boltzmann Machine)
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 File (150 rows)
www.idosi.com
Activation Functions Graph
www.idosi.com
Vector
www.idosi.com
Pythagoras' theorem
www.idosi.com
Euclidean Distance
www.idosi.comNorm
www.idosi.com
Loss Function
www.idosi.comMomentum Learning Rule
www.idosi.comMLP
www.idosi.comMLP
www.idosi.comXavier initialization
www.idosi.comXavier Initialization
www.idosi.com
Gaussian function
www.idosi.comSoftmax function
www.idosi.comSoftmax function
www.idosi.comMLP training
www.idosi.comMLP evaluation
www.idosi.com
MLP (Multi-Layer Perceptron) execution
www.idosi.com
Activation Functions Graph (ReLU)
www.idosi.com
RMSE (Root Mean Squared Error)
www.idosi.com
Cross Entropy Error
www.idosi.com
Gradient Descent with step size parameter
www.idosi.com
Gradient Descent
www.idosi.com
Newton-Raphson method (Newton's method)
www.idosi.com
Newton-Raphson method (Newton's method)
www.idosi.com
Newton-Raphson method (Newton's method)
www.idosi.com
Newton-Raphson method (Newton's method)
www.idosi.com
Backtracking line search for step size
www.idosi.com
Line search
www.idosi.com
Stochastic Gradient Descent (SGD)
www.idosi.com
AdaGrad (Adaptive Gradient) of SGD
www.idosi.com
AdaGrad (Adaptive Gradient)
www.idosi.com
Drop-Out
www.idosi.com
Drop-Out Effect
www.idosi.com
Drop-Connect
www.idosi.com
DBN pre-training
www.idosi.com
DBN's greedy layer wise training
www.idosi.comDBN
www.idosi.comDBN
www.idosi.comDBN model
www.idosi.comDBN train and evaluate
www.idosi.com
DBN (Deep Belief Network) execution
www.idosi.comDeep AutoEncoder
www.idosi.comDeep AutoEncoder
www.idosi.comDeep AutoEncoder
www.idosi.comDeep AutoEncoder
www.idosi.comConvolution function
www.idosi.comConvolution in CNN
www.idosi.comConvolution with Kernel
www.idosi.com3D Kernel
www.idosi.comMax Pooling
www.idosi.comCNN
www.idosi.comCNN
www.idosi.comCNN with DL4J
www.idosi.comCNN with DL4J
www.idosi.comCNN with DL4J
www.idosi.comCNN modeling, training, evaluation
www.idosi.com
Appendix
www.idosi.comJava Beans
www.idosi.comJava Island
www.idosi.comLombok Island
www.idosi.comLombok Project Web Site
www.idosi.comLombok installation
www.idosi.comLombok installation
www.idosi.comLombok installation OK
www.idosi.com
Lombok
www.idosi.com
Lombok
Thank you !
(주)지능도시
Intelligent City Ltd.
강신동
Shindong KANG
www.idosi.com
ceo@idosi.com

More Related Content

PDF
Karya Tulis Ilmiah dlm Blog
PDF
Deep Learning Frameworks slides
PPT
Kernel analysis of deep networks
PPT
Multi-Layer Perceptrons
PDF
Slides machine learning festival path pdf
PPT
Support Vector machine
PPT
Support Vector Machines
PDF
Support Vector Machines for Classification
Karya Tulis Ilmiah dlm Blog
Deep Learning Frameworks slides
Kernel analysis of deep networks
Multi-Layer Perceptrons
Slides machine learning festival path pdf
Support Vector machine
Support Vector Machines
Support Vector Machines for Classification

More from 신동 강 (18)

PDF
Graph Convolutional Neural Networks
ODP
Recurrent Neural Network tutorial (2nd)
ODP
ujava.org workshop : Reinforcement Learning with Thompson Sampling
ODP
ujava.org Reinforcement Learning (2nd)
ODP
Quantum Computer for Deep Learning
ODP
ujava.org Drone Scenario & Drone Airport Systems
ODP
ujava.org Drone Physics
ODP
Recursive Neural Network : ujava.org 12th deep learning workshop
PDF
RBM with DL4J for Deep Learning
ODP
Deep Learning for Java (DL4J)
ODP
Ujava.org reinforcement-learning
PDF
Ujava.org tensor-analysis
PDF
Tensor Physics for Deep Learning
PDF
ujava.org Deep Learning with Convolutional Neural Network
PDF
Recurrent Neural Network, Fractal for Deep Learning
ODP
ujava.org workshop : Deep Learning [2015-03-08]
PPT
IoT & Machine Learning
PPT
IoT In-Depth Conference 강연 자료 (주)지능도시 강신동 양계장 비닐하우스 포함
Graph Convolutional Neural Networks
Recurrent Neural Network tutorial (2nd)
ujava.org workshop : Reinforcement Learning with Thompson Sampling
ujava.org Reinforcement Learning (2nd)
Quantum Computer for Deep Learning
ujava.org Drone Scenario & Drone Airport Systems
ujava.org Drone Physics
Recursive Neural Network : ujava.org 12th deep learning workshop
RBM with DL4J for Deep Learning
Deep Learning for Java (DL4J)
Ujava.org reinforcement-learning
Ujava.org tensor-analysis
Tensor Physics for Deep Learning
ujava.org Deep Learning with Convolutional Neural Network
Recurrent Neural Network, Fractal for Deep Learning
ujava.org workshop : Deep Learning [2015-03-08]
IoT & Machine Learning
IoT In-Depth Conference 강연 자료 (주)지능도시 강신동 양계장 비닐하우스 포함
Ad

Recently uploaded (20)

PPTX
IB Computer Science - Internal Assessment.pptx
PPTX
SAP 2 completion done . PRESENTATION.pptx
PPTX
Introduction to Firewall Analytics - Interfirewall and Transfirewall.pptx
PPTX
iec ppt-1 pptx icmr ppt on rehabilitation.pptx
PDF
168300704-gasification-ppt.pdfhghhhsjsjhsuxush
PDF
22.Patil - Early prediction of Alzheimer’s disease using convolutional neural...
PPTX
Market Analysis -202507- Wind-Solar+Hybrid+Street+Lights+for+the+North+Amer...
PPTX
Data_Analytics_and_PowerBI_Presentation.pptx
PPT
Miokarditis (Inflamasi pada Otot Jantung)
PDF
Recruitment and Placement PPT.pdfbjfibjdfbjfobj
PPTX
AI Strategy room jwfjksfksfjsjsjsjsjfsjfsj
PPT
Reliability_Chapter_ presentation 1221.5784
PPTX
1_Introduction to advance data techniques.pptx
PPTX
Introduction to Knowledge Engineering Part 1
PPTX
mbdjdhjjodule 5-1 rhfhhfjtjjhafbrhfnfbbfnb
PPTX
oil_refinery_comprehensive_20250804084928 (1).pptx
PPTX
Computer network topology notes for revision
PPTX
STUDY DESIGN details- Lt Col Maksud (21).pptx
PPT
ISS -ESG Data flows What is ESG and HowHow
PPTX
Introduction-to-Cloud-ComputingFinal.pptx
IB Computer Science - Internal Assessment.pptx
SAP 2 completion done . PRESENTATION.pptx
Introduction to Firewall Analytics - Interfirewall and Transfirewall.pptx
iec ppt-1 pptx icmr ppt on rehabilitation.pptx
168300704-gasification-ppt.pdfhghhhsjsjhsuxush
22.Patil - Early prediction of Alzheimer’s disease using convolutional neural...
Market Analysis -202507- Wind-Solar+Hybrid+Street+Lights+for+the+North+Amer...
Data_Analytics_and_PowerBI_Presentation.pptx
Miokarditis (Inflamasi pada Otot Jantung)
Recruitment and Placement PPT.pdfbjfibjdfbjfobj
AI Strategy room jwfjksfksfjsjsjsjsjfsjfsj
Reliability_Chapter_ presentation 1221.5784
1_Introduction to advance data techniques.pptx
Introduction to Knowledge Engineering Part 1
mbdjdhjjodule 5-1 rhfhhfjtjjhafbrhfnfbbfnb
oil_refinery_comprehensive_20250804084928 (1).pptx
Computer network topology notes for revision
STUDY DESIGN details- Lt Col Maksud (21).pptx
ISS -ESG Data flows What is ESG and HowHow
Introduction-to-Cloud-ComputingFinal.pptx
Ad

NN Models with DL4J for Deep Learning