SlideShare a Scribd company logo

CNN Tutorial

โ€ขDownload as PPTX, PDFโ€ข
โ€ข
Sungjoon Choi
Sungjoon Choi

CNN Tutorial with brief description of AlexNet, VGG, GoogLeNet, and ResNet.

Engineering
1 of 37
Convolutional Neural Network Tutorial Part1 Sungjoon Choi (sungjoon.choi@cpslab.snu.ac.kr)
Overview 2 Part1: TensorFlow Tutorials Handling images Logistic regression Multi-layer perceptron Part2: Advances in convolutional neural networks CNN basics Four CNN architectures (AlexNet, VGG, GoogLeNet, ResNet) Application1: Semantic segmentation Application2: Object detection Convolutional neural network
CNN 3 Convolutional Neural Network CNNs are basically layers of convolutions followed by subsampling and dense layers. Intuitively speaking, convolutions and subsampling layers works as feature extraction layers while a dense layer classifies which category current input belongs to using extracted features.
To understand CNN, 4 Zero- paddingStride Channel
Convolution 5 http://deeplearning.stanford.edu/wiki/index.php/Feature_extraction_using_convolution
Zero-padding 6 What is the size of the input? What is the size of the output? What is the size of the filter? What is the size of the zero-padding? ๐‘›๐‘–๐‘› = 5 ๐‘› ๐‘œ๐‘ข๐‘ก = 5 ๐‘› ๐‘“๐‘–๐‘™๐‘ก๐‘’๐‘Ÿ = 3 ๐‘› ๐‘๐‘Ž๐‘‘๐‘‘๐‘–๐‘›๐‘” = 1
Stride 7 (Left) Stride size: 1 (Right) Stride size: 2 If stride size equals the filter size, there will be no overlapping.
8
9
10
11
12
13
14
CNN Architectures 15 AlexNet VGG GoogLeNet ResNet
Top-5 Classification Error 16
AlexNet
AlexNet 18
ReLU 19 Rectified Linear Unit tanhReLU Faster Convergence!
VGG
VGG? 21
GoogLeNet
GoogLeNet 23
GoogLeNet 24 22 Layers Deep Network Efficiently utilized computing resources, โ€œInception Moduleโ€ Significantly outperforms previous methods on ILSVRC 2014
Inception module 25
One by one convolution 26
One by one convolution 27
One by one convolution 28
GoogLeNet 29 Network in Network!
ResNet
Deep residual networks 31 152 layers network 1st place on ILSVRM 2015 classification task 1st place on ImageNet detection 1st place on ImageNet localization 1st place on COCO detection 1st place on COCO segmentation
Degeneration problem 32 CiFAR 100 Dataset ImageNet
Residual learning building block 33
Residual mapping 34 Basic residual mapping (same dim.) Basic residual mapping (different dim.) โ€œBut we will show by experiments that the identity mapping is sufficient for addressing the degradation problem and is economical, and thus W is only used when matching dimensions.โ€
Deeper bottle architecture 35 Dimension reduction Convolution Dimension increasement
Experimental results 36
Experimental results 37

Recommended

Convolution Neural Network (CNN)
Convolution Neural Network (CNN)Convolution Neural Network (CNN)
Convolution Neural Network (CNN)Basit Rafiq
ย 
Convolutional Neural Network
Convolutional Neural NetworkConvolutional Neural Network
Convolutional Neural NetworkVignesh Suresh
ย 
Convolutional neural network
Convolutional neural networkConvolutional neural network
Convolutional neural networkMojammilHusain
ย 
Introduction to CNN
Introduction to CNNIntroduction to CNN
Introduction to CNNShuai Zhang
ย 
Image classification using cnn
Image classification using cnnImage classification using cnn
Image classification using cnnSumeraHangi
ย 
Image classification using CNN
Image classification using CNNImage classification using CNN
Image classification using CNNNoura Hussein
ย 
Convolutional Neural Network Models - Deep Learning
Convolutional Neural Network Models - Deep LearningConvolutional Neural Network Models - Deep Learning
Convolutional Neural Network Models - Deep LearningMohamed Loey
ย 
Convolutional Neural Network (CNN)
Convolutional Neural Network (CNN)Convolutional Neural Network (CNN)
Convolutional Neural Network (CNN)Muhammad Haroon
ย 

Recommended

Convolution Neural Network (CNN)
Convolution Neural Network (CNN)Convolution Neural Network (CNN)
Convolution Neural Network (CNN)Basit Rafiq
ย 
Convolutional Neural Network
Convolutional Neural NetworkConvolutional Neural Network
Convolutional Neural NetworkVignesh Suresh
ย 
Convolutional neural network
Convolutional neural networkConvolutional neural network
Convolutional neural networkMojammilHusain
ย 
Introduction to CNN
Introduction to CNNIntroduction to CNN
Introduction to CNNShuai Zhang
ย 
Image classification using cnn
Image classification using cnnImage classification using cnn
Image classification using cnnSumeraHangi
ย 
Image classification using CNN
Image classification using CNNImage classification using CNN
Image classification using CNNNoura Hussein
ย 
Convolutional Neural Network Models - Deep Learning
Convolutional Neural Network Models - Deep LearningConvolutional Neural Network Models - Deep Learning
Convolutional Neural Network Models - Deep LearningMohamed Loey
ย 
Convolutional Neural Network (CNN)
Convolutional Neural Network (CNN)Convolutional Neural Network (CNN)
Convolutional Neural Network (CNN)Muhammad Haroon
ย 
CONVOLUTIONAL NEURAL NETWORK
CONVOLUTIONAL NEURAL NETWORKCONVOLUTIONAL NEURAL NETWORK
CONVOLUTIONAL NEURAL NETWORKMd Rajib Bhuiyan
ย 
Convolutional Neural Network and Its Applications
Convolutional Neural Network and Its ApplicationsConvolutional Neural Network and Its Applications
Convolutional Neural Network and Its ApplicationsKasun Chinthaka Piyarathna
ย 
Machine Learning - Convolutional Neural Network
Machine Learning - Convolutional Neural NetworkMachine Learning - Convolutional Neural Network
Machine Learning - Convolutional Neural NetworkRichard Kuo
ย 
CNN Machine learning DeepLearning
CNN Machine learning DeepLearningCNN Machine learning DeepLearning
CNN Machine learning DeepLearningAbhishek Sharma
ย 
Convolutional neural network
Convolutional neural networkConvolutional neural network
Convolutional neural networkFerdous ahmed
ย 
backpropagation in neural networks
backpropagation in neural networksbackpropagation in neural networks
backpropagation in neural networksAkash Goel
ย 
Convolutional neural network
Convolutional neural network Convolutional neural network
Convolutional neural network Yan Xu
ย 
Convolutional Neural Network (CNN) - image recognition
Convolutional Neural Network (CNN) - image recognitionConvolutional Neural Network (CNN) - image recognition
Convolutional Neural Network (CNN) - image recognitionYUNG-KUEI CHEN
ย 
cnn ppt.pptx
cnn ppt.pptxcnn ppt.pptx
cnn ppt.pptxrohithprabhas1
ย 
Convolutional Neural Networks (CNN)
Convolutional Neural Networks (CNN)Convolutional Neural Networks (CNN)
Convolutional Neural Networks (CNN)Gaurav Mittal
ย 
Convolutional Neural Network - CNN | How CNN Works | Deep Learning Course | S...
Convolutional Neural Network - CNN | How CNN Works | Deep Learning Course | S...Convolutional Neural Network - CNN | How CNN Works | Deep Learning Course | S...
Convolutional Neural Network - CNN | How CNN Works | Deep Learning Course | S...Simplilearn
ย 
AlexNet(ImageNet Classification with Deep Convolutional Neural Networks)
AlexNet(ImageNet Classification with Deep Convolutional Neural Networks)AlexNet(ImageNet Classification with Deep Convolutional Neural Networks)
AlexNet(ImageNet Classification with Deep Convolutional Neural Networks)Fellowship at Vodafone FutureLab
ย 
Deep Learning Tutorial | Deep Learning TensorFlow | Deep Learning With Neural...
Deep Learning Tutorial | Deep Learning TensorFlow | Deep Learning With Neural...Deep Learning Tutorial | Deep Learning TensorFlow | Deep Learning With Neural...
Deep Learning Tutorial | Deep Learning TensorFlow | Deep Learning With Neural...Simplilearn
ย 
Artifical Neural Network and its applications
Artifical Neural Network and its applicationsArtifical Neural Network and its applications
Artifical Neural Network and its applicationsSangeeta Tiwari
ย 
Deep Learning - Convolutional Neural Networks
Deep Learning - Convolutional Neural NetworksDeep Learning - Convolutional Neural Networks
Deep Learning - Convolutional Neural NetworksChristian Perone
ย 
Optimization for Deep Learning
Optimization for Deep LearningOptimization for Deep Learning
Optimization for Deep LearningSebastian Ruder
ย 
Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...
Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...
Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...Simplilearn
ย 
Cnn method
Cnn methodCnn method
Cnn methodAmirSajedi1
ย 
Convolutional Neural Networks
Convolutional Neural NetworksConvolutional Neural Networks
Convolutional Neural NetworksAshray Bhandare
ย 
Deep learning - A Visual Introduction
Deep learning - A Visual IntroductionDeep learning - A Visual Introduction
Deep learning - A Visual IntroductionLukas Masuch
ย 
Speech Processing with deep learning
Speech Processing with deep learningSpeech Processing with deep learning
Speech Processing with deep learningMohamed Essam
ย 
Deep Learning
Deep LearningDeep Learning
Deep LearningPierre de Lacaze
ย 

More Related Content

What's hot

CONVOLUTIONAL NEURAL NETWORK
CONVOLUTIONAL NEURAL NETWORKCONVOLUTIONAL NEURAL NETWORK
CONVOLUTIONAL NEURAL NETWORKMd Rajib Bhuiyan
ย 
Convolutional Neural Network and Its Applications
Convolutional Neural Network and Its ApplicationsConvolutional Neural Network and Its Applications
Convolutional Neural Network and Its ApplicationsKasun Chinthaka Piyarathna
ย 
Machine Learning - Convolutional Neural Network
Machine Learning - Convolutional Neural NetworkMachine Learning - Convolutional Neural Network
Machine Learning - Convolutional Neural NetworkRichard Kuo
ย 
CNN Machine learning DeepLearning
CNN Machine learning DeepLearningCNN Machine learning DeepLearning
CNN Machine learning DeepLearningAbhishek Sharma
ย 
Convolutional neural network
Convolutional neural networkConvolutional neural network
Convolutional neural networkFerdous ahmed
ย 
backpropagation in neural networks
backpropagation in neural networksbackpropagation in neural networks
backpropagation in neural networksAkash Goel
ย 
Convolutional neural network
Convolutional neural network Convolutional neural network
Convolutional neural network Yan Xu
ย 
Convolutional Neural Network (CNN) - image recognition
Convolutional Neural Network (CNN) - image recognitionConvolutional Neural Network (CNN) - image recognition
Convolutional Neural Network (CNN) - image recognitionYUNG-KUEI CHEN
ย 
Convolutional Neural Networks (CNN)
Convolutional Neural Networks (CNN)Convolutional Neural Networks (CNN)
Convolutional Neural Networks (CNN)Gaurav Mittal
ย 
Convolutional Neural Network - CNN | How CNN Works | Deep Learning Course | S...
Convolutional Neural Network - CNN | How CNN Works | Deep Learning Course | S...Convolutional Neural Network - CNN | How CNN Works | Deep Learning Course | S...
Convolutional Neural Network - CNN | How CNN Works | Deep Learning Course | S...Simplilearn
ย 
AlexNet(ImageNet Classification with Deep Convolutional Neural Networks)
AlexNet(ImageNet Classification with Deep Convolutional Neural Networks)AlexNet(ImageNet Classification with Deep Convolutional Neural Networks)
AlexNet(ImageNet Classification with Deep Convolutional Neural Networks)Fellowship at Vodafone FutureLab
ย 
Deep Learning Tutorial | Deep Learning TensorFlow | Deep Learning With Neural...
Deep Learning Tutorial | Deep Learning TensorFlow | Deep Learning With Neural...Deep Learning Tutorial | Deep Learning TensorFlow | Deep Learning With Neural...
Deep Learning Tutorial | Deep Learning TensorFlow | Deep Learning With Neural...Simplilearn
ย 
Artifical Neural Network and its applications
Artifical Neural Network and its applicationsArtifical Neural Network and its applications
Artifical Neural Network and its applicationsSangeeta Tiwari
ย 
Deep Learning - Convolutional Neural Networks
Deep Learning - Convolutional Neural NetworksDeep Learning - Convolutional Neural Networks
Deep Learning - Convolutional Neural NetworksChristian Perone
ย 
Optimization for Deep Learning
Optimization for Deep LearningOptimization for Deep Learning
Optimization for Deep LearningSebastian Ruder
ย 
Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...
Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...
Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...Simplilearn
ย 
Cnn method
Cnn methodCnn method
Cnn methodAmirSajedi1
ย 
Convolutional Neural Networks
Convolutional Neural NetworksConvolutional Neural Networks
Convolutional Neural NetworksAshray Bhandare
ย 
Deep learning - A Visual Introduction
Deep learning - A Visual IntroductionDeep learning - A Visual Introduction
Deep learning - A Visual IntroductionLukas Masuch
ย 

What's hot (20)

CONVOLUTIONAL NEURAL NETWORK
CONVOLUTIONAL NEURAL NETWORKCONVOLUTIONAL NEURAL NETWORK
CONVOLUTIONAL NEURAL NETWORK
ย 
Convolutional Neural Network and Its Applications
Convolutional Neural Network and Its ApplicationsConvolutional Neural Network and Its Applications
Convolutional Neural Network and Its Applications
ย 
Machine Learning - Convolutional Neural Network
Machine Learning - Convolutional Neural NetworkMachine Learning - Convolutional Neural Network
Machine Learning - Convolutional Neural Network
ย 
CNN Machine learning DeepLearning
CNN Machine learning DeepLearningCNN Machine learning DeepLearning
CNN Machine learning DeepLearning
ย 
Convolutional neural network
Convolutional neural networkConvolutional neural network
Convolutional neural network
ย 
backpropagation in neural networks
backpropagation in neural networksbackpropagation in neural networks
backpropagation in neural networks
ย 
Convolutional neural network
Convolutional neural network Convolutional neural network
Convolutional neural network
ย 
Convolutional Neural Network (CNN) - image recognition
Convolutional Neural Network (CNN) - image recognitionConvolutional Neural Network (CNN) - image recognition
Convolutional Neural Network (CNN) - image recognition
ย 
cnn ppt.pptx
cnn ppt.pptxcnn ppt.pptx
cnn ppt.pptx
ย 
Convolutional Neural Networks (CNN)
Convolutional Neural Networks (CNN)Convolutional Neural Networks (CNN)
Convolutional Neural Networks (CNN)
ย 
Convolutional Neural Network - CNN | How CNN Works | Deep Learning Course | S...
Convolutional Neural Network - CNN | How CNN Works | Deep Learning Course | S...Convolutional Neural Network - CNN | How CNN Works | Deep Learning Course | S...
Convolutional Neural Network - CNN | How CNN Works | Deep Learning Course | S...
ย 
AlexNet(ImageNet Classification with Deep Convolutional Neural Networks)
AlexNet(ImageNet Classification with Deep Convolutional Neural Networks)AlexNet(ImageNet Classification with Deep Convolutional Neural Networks)
AlexNet(ImageNet Classification with Deep Convolutional Neural Networks)
ย 
Deep Learning Tutorial | Deep Learning TensorFlow | Deep Learning With Neural...
Deep Learning Tutorial | Deep Learning TensorFlow | Deep Learning With Neural...Deep Learning Tutorial | Deep Learning TensorFlow | Deep Learning With Neural...
Deep Learning Tutorial | Deep Learning TensorFlow | Deep Learning With Neural...
ย 
Artifical Neural Network and its applications
Artifical Neural Network and its applicationsArtifical Neural Network and its applications
Artifical Neural Network and its applications
ย 
Deep Learning - Convolutional Neural Networks
Deep Learning - Convolutional Neural NetworksDeep Learning - Convolutional Neural Networks
Deep Learning - Convolutional Neural Networks
ย 
Optimization for Deep Learning
Optimization for Deep LearningOptimization for Deep Learning
Optimization for Deep Learning
ย 
Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...
Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...
Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...
ย 
Cnn method
Cnn methodCnn method
Cnn method
ย 
Convolutional Neural Networks
Convolutional Neural NetworksConvolutional Neural Networks
Convolutional Neural Networks
ย 
Deep learning - A Visual Introduction
Deep learning - A Visual IntroductionDeep learning - A Visual Introduction
Deep learning - A Visual Introduction
ย 

Similar to CNN Tutorial

Speech Processing with deep learning
Speech Processing with deep learningSpeech Processing with deep learning
Speech Processing with deep learningMohamed Essam
ย 
CNN.pptx.pdf
CNN.pptx.pdfCNN.pptx.pdf
CNN.pptx.pdfKnoldus Inc.
ย 
Autoencoders for image_classification
Autoencoders for image_classificationAutoencoders for image_classification
Autoencoders for image_classificationCenk BircanoฤŸlu
ย 
Let_s_Dive_to_Deep_Learning.pptx
Let_s_Dive_to_Deep_Learning.pptxLet_s_Dive_to_Deep_Learning.pptx
Let_s_Dive_to_Deep_Learning.pptxMohamed Essam
ย 
Visualizaing and understanding convolutional networks
Visualizaing and understanding convolutional networksVisualizaing and understanding convolutional networks
Visualizaing and understanding convolutional networksSungminYou
ย 
Deep Neural Networks (D1L2 Insight@DCU Machine Learning Workshop 2017)
Deep Neural Networks (D1L2 Insight@DCU Machine Learning Workshop 2017)Deep Neural Networks (D1L2 Insight@DCU Machine Learning Workshop 2017)
Deep Neural Networks (D1L2 Insight@DCU Machine Learning Workshop 2017)Universitat Politรจcnica de Catalunya
ย 
let's dive to deep learning
let's dive to deep learninglet's dive to deep learning
let's dive to deep learningMohamed Essam
ย 
A Survey of Deep Learning Algorithms for Malware Detection
A Survey of Deep Learning Algorithms for Malware DetectionA Survey of Deep Learning Algorithms for Malware Detection
A Survey of Deep Learning Algorithms for Malware DetectionIJCSIS Research Publications
ย 
Deep Neural Network DNN.docx
Deep Neural Network DNN.docxDeep Neural Network DNN.docx
Deep Neural Network DNN.docxjaffarbikat
ย 
cnn-170917175001 (1).pdf
cnn-170917175001 (1).pdfcnn-170917175001 (1).pdf
cnn-170917175001 (1).pdfEngineeringTamilan
ย 
Neural networks and deep learning
Neural networks and deep learningNeural networks and deep learning
Neural networks and deep learningRADO7900
ย 
AINL 2016: Filchenkov
AINL 2016: FilchenkovAINL 2016: Filchenkov
AINL 2016: FilchenkovLidia Pivovarova
ย 
Deep Learning Training at Intel
Deep Learning Training at IntelDeep Learning Training at Intel
Deep Learning Training at IntelAtul Vaish
ย 
BASIC CONCEPT OF DEEP LEARNING.pptx
BASIC CONCEPT OF DEEP LEARNING.pptxBASIC CONCEPT OF DEEP LEARNING.pptx
BASIC CONCEPT OF DEEP LEARNING.pptxRiteshPandey184067
ย 
Convolutional Neural Networks for Natural Language Processing / Stanford cs22...
Convolutional Neural Networks for Natural Language Processing / Stanford cs22...Convolutional Neural Networks for Natural Language Processing / Stanford cs22...
Convolutional Neural Networks for Natural Language Processing / Stanford cs22...changedaeoh
ย 
Review-image-segmentation-by-deep-learning
Review-image-segmentation-by-deep-learningReview-image-segmentation-by-deep-learning
Review-image-segmentation-by-deep-learningTrong-An Bui
ย 

Similar to CNN Tutorial (20)

Speech Processing with deep learning
Speech Processing with deep learningSpeech Processing with deep learning
Speech Processing with deep learning
ย 
Deep Learning
Deep LearningDeep Learning
Deep Learning
ย 
CNN.pptx.pdf
CNN.pptx.pdfCNN.pptx.pdf
CNN.pptx.pdf
ย 
Autoencoders for image_classification
Autoencoders for image_classificationAutoencoders for image_classification
Autoencoders for image_classification
ย 
Let_s_Dive_to_Deep_Learning.pptx
Let_s_Dive_to_Deep_Learning.pptxLet_s_Dive_to_Deep_Learning.pptx
Let_s_Dive_to_Deep_Learning.pptx
ย 
Cnn
CnnCnn
Cnn
ย 
Visualizaing and understanding convolutional networks
Visualizaing and understanding convolutional networksVisualizaing and understanding convolutional networks
Visualizaing and understanding convolutional networks
ย 
Deep Neural Networks (D1L2 Insight@DCU Machine Learning Workshop 2017)
Deep Neural Networks (D1L2 Insight@DCU Machine Learning Workshop 2017)Deep Neural Networks (D1L2 Insight@DCU Machine Learning Workshop 2017)
Deep Neural Networks (D1L2 Insight@DCU Machine Learning Workshop 2017)
ย 
DL.pdf
DL.pdfDL.pdf
DL.pdf
ย 
let's dive to deep learning
let's dive to deep learninglet's dive to deep learning
let's dive to deep learning
ย 
A Survey of Deep Learning Algorithms for Malware Detection
A Survey of Deep Learning Algorithms for Malware DetectionA Survey of Deep Learning Algorithms for Malware Detection
A Survey of Deep Learning Algorithms for Malware Detection
ย 
Deep Neural Network DNN.docx
Deep Neural Network DNN.docxDeep Neural Network DNN.docx
Deep Neural Network DNN.docx
ย 
cnn-170917175001 (1).pdf
cnn-170917175001 (1).pdfcnn-170917175001 (1).pdf
cnn-170917175001 (1).pdf
ย 
Neural networks and deep learning
Neural networks and deep learningNeural networks and deep learning
Neural networks and deep learning
ย 
AINL 2016: Filchenkov
AINL 2016: FilchenkovAINL 2016: Filchenkov
AINL 2016: Filchenkov
ย 
Deep Learning Training at Intel
Deep Learning Training at IntelDeep Learning Training at Intel
Deep Learning Training at Intel
ย 
BASIC CONCEPT OF DEEP LEARNING.pptx
BASIC CONCEPT OF DEEP LEARNING.pptxBASIC CONCEPT OF DEEP LEARNING.pptx
BASIC CONCEPT OF DEEP LEARNING.pptx
ย 
Convolutional Neural Networks for Natural Language Processing / Stanford cs22...
Convolutional Neural Networks for Natural Language Processing / Stanford cs22...Convolutional Neural Networks for Natural Language Processing / Stanford cs22...
Convolutional Neural Networks for Natural Language Processing / Stanford cs22...
ย 
deep learning
deep learningdeep learning
deep learning
ย 
Review-image-segmentation-by-deep-learning
Review-image-segmentation-by-deep-learningReview-image-segmentation-by-deep-learning
Review-image-segmentation-by-deep-learning
ย 

More from Sungjoon Choi

RNN and its applications
RNN and its applicationsRNN and its applications
RNN and its applicationsSungjoon Choi
ย 
Hybrid computing using a neural network with dynamic external memory
Hybrid computing using a neural network with dynamic external memoryHybrid computing using a neural network with dynamic external memory
Hybrid computing using a neural network with dynamic external memorySungjoon Choi
ย 
Modeling uncertainty in deep learning
Modeling uncertainty in deep learning Modeling uncertainty in deep learning
Modeling uncertainty in deep learning Sungjoon Choi
ย 
Gaussian Process Latent Variable Model
Gaussian Process Latent Variable ModelGaussian Process Latent Variable Model
Gaussian Process Latent Variable ModelSungjoon Choi
ย 
Uncertainty Modeling in Deep Learning
Uncertainty Modeling in Deep LearningUncertainty Modeling in Deep Learning
Uncertainty Modeling in Deep LearningSungjoon Choi
ย 
Recent Trends in Deep Learning
Recent Trends in Deep LearningRecent Trends in Deep Learning
Recent Trends in Deep LearningSungjoon Choi
ย 
Leveraged Gaussian Process
Leveraged Gaussian ProcessLeveraged Gaussian Process
Leveraged Gaussian ProcessSungjoon Choi
ย 
IROS 2017 Slides
IROS 2017 SlidesIROS 2017 Slides
IROS 2017 SlidesSungjoon Choi
ย 
Domain Adaptation Methods
Domain Adaptation MethodsDomain Adaptation Methods
Domain Adaptation MethodsSungjoon Choi
ย 
Connection between Bellman equation and Markov Decision Processes
Connection between Bellman equation and Markov Decision ProcessesConnection between Bellman equation and Markov Decision Processes
Connection between Bellman equation and Markov Decision ProcessesSungjoon Choi
ย 
Kernel, RKHS, and Gaussian Processes
Kernel, RKHS, and Gaussian ProcessesKernel, RKHS, and Gaussian Processes
Kernel, RKHS, and Gaussian ProcessesSungjoon Choi
ย 
Inverse Reinforcement Learning Algorithms
Inverse Reinforcement Learning AlgorithmsInverse Reinforcement Learning Algorithms
Inverse Reinforcement Learning AlgorithmsSungjoon Choi
ย 
Value iteration networks
Value iteration networksValue iteration networks
Value iteration networksSungjoon Choi
ย 
Deep Learning in Robotics
Deep Learning in RoboticsDeep Learning in Robotics
Deep Learning in RoboticsSungjoon Choi
ย 
Deep Learning in Computer Vision
Deep Learning in Computer VisionDeep Learning in Computer Vision
Deep Learning in Computer VisionSungjoon Choi
ย 
Semantic Segmentation Methods using Deep Learning
Semantic Segmentation Methods using Deep LearningSemantic Segmentation Methods using Deep Learning
Semantic Segmentation Methods using Deep LearningSungjoon Choi
ย 
Object Detection Methods using Deep Learning
Object Detection Methods using Deep LearningObject Detection Methods using Deep Learning
Object Detection Methods using Deep LearningSungjoon Choi
ย 
TensorFlow Tutorial Part2
TensorFlow Tutorial Part2TensorFlow Tutorial Part2
TensorFlow Tutorial Part2Sungjoon Choi
ย 

More from Sungjoon Choi (20)

RNN and its applications
RNN and its applicationsRNN and its applications
RNN and its applications
ย 
Hybrid computing using a neural network with dynamic external memory
Hybrid computing using a neural network with dynamic external memoryHybrid computing using a neural network with dynamic external memory
Hybrid computing using a neural network with dynamic external memory
ย 
Modeling uncertainty in deep learning
Modeling uncertainty in deep learning Modeling uncertainty in deep learning
Modeling uncertainty in deep learning
ย 
Gaussian Process Latent Variable Model
Gaussian Process Latent Variable ModelGaussian Process Latent Variable Model
Gaussian Process Latent Variable Model
ย 
Uncertainty Modeling in Deep Learning
Uncertainty Modeling in Deep LearningUncertainty Modeling in Deep Learning
Uncertainty Modeling in Deep Learning
ย 
Recent Trends in Deep Learning
Recent Trends in Deep LearningRecent Trends in Deep Learning
Recent Trends in Deep Learning
ย 
Leveraged Gaussian Process
Leveraged Gaussian ProcessLeveraged Gaussian Process
Leveraged Gaussian Process
ย 
LevDNN
LevDNNLevDNN
LevDNN
ย 
IROS 2017 Slides
IROS 2017 SlidesIROS 2017 Slides
IROS 2017 Slides
ย 
Domain Adaptation Methods
Domain Adaptation MethodsDomain Adaptation Methods
Domain Adaptation Methods
ย 
InfoGAIL
InfoGAIL InfoGAIL
InfoGAIL
ย 
Connection between Bellman equation and Markov Decision Processes
Connection between Bellman equation and Markov Decision ProcessesConnection between Bellman equation and Markov Decision Processes
Connection between Bellman equation and Markov Decision Processes
ย 
Kernel, RKHS, and Gaussian Processes
Kernel, RKHS, and Gaussian ProcessesKernel, RKHS, and Gaussian Processes
Kernel, RKHS, and Gaussian Processes
ย 
Inverse Reinforcement Learning Algorithms
Inverse Reinforcement Learning AlgorithmsInverse Reinforcement Learning Algorithms
Inverse Reinforcement Learning Algorithms
ย 
Value iteration networks
Value iteration networksValue iteration networks
Value iteration networks
ย 
Deep Learning in Robotics
Deep Learning in RoboticsDeep Learning in Robotics
Deep Learning in Robotics
ย 
Deep Learning in Computer Vision
Deep Learning in Computer VisionDeep Learning in Computer Vision
Deep Learning in Computer Vision
ย 
Semantic Segmentation Methods using Deep Learning
Semantic Segmentation Methods using Deep LearningSemantic Segmentation Methods using Deep Learning
Semantic Segmentation Methods using Deep Learning
ย 
Object Detection Methods using Deep Learning
Object Detection Methods using Deep LearningObject Detection Methods using Deep Learning
Object Detection Methods using Deep Learning
ย 
TensorFlow Tutorial Part2
TensorFlow Tutorial Part2TensorFlow Tutorial Part2
TensorFlow Tutorial Part2
ย 

Recently uploaded

Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective IntroductionSachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective IntroductionDr.Costas Sachpazis
ย 
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdfCCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdfAsst.prof M.Gokilavani
ย 
Concrete Mix Design - IS 10262-2019 - .pptx
Concrete Mix Design - IS 10262-2019 - .pptxConcrete Mix Design - IS 10262-2019 - .pptx
Concrete Mix Design - IS 10262-2019 - .pptxKartikeyaDwivedi3
ย 
Input Output Management in Operating System
Input Output Management in Operating SystemInput Output Management in Operating System
Input Output Management in Operating SystemRashmi Bhat
ย 
Introduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptxIntroduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptxk795866
ย 
Earthing details of Electrical Substation
Earthing details of Electrical SubstationEarthing details of Electrical Substation
Earthing details of Electrical Substationstephanwindworld
ย 
Past, Present and Future of Generative AI
Past, Present and Future of Generative AIPast, Present and Future of Generative AI
Past, Present and Future of Generative AIabhishek36461
ย 
๐Ÿ”9953056974๐Ÿ”!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
๐Ÿ”9953056974๐Ÿ”!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...๐Ÿ”9953056974๐Ÿ”!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
๐Ÿ”9953056974๐Ÿ”!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...9953056974 Low Rate Call Girls In Saket, Delhi NCR
ย 
Internet of things -Arshdeep Bahga .pptx
Internet of things -Arshdeep Bahga .pptxInternet of things -Arshdeep Bahga .pptx
Internet of things -Arshdeep Bahga .pptxVelmuruganTECE
ย 
home automation using Arduino by Aditya Prasad
home automation using Arduino by Aditya Prasadhome automation using Arduino by Aditya Prasad
home automation using Arduino by Aditya Prasadaditya806802
ย 
Virtual memory management in Operating System
Virtual memory management in Operating SystemVirtual memory management in Operating System
Virtual memory management in Operating SystemRashmi Bhat
ย 
Indian Dairy Industry Present Status and.ppt
Indian Dairy Industry Present Status and.pptIndian Dairy Industry Present Status and.ppt
Indian Dairy Industry Present Status and.pptMadan Karki
ย 
THE SENDAI FRAMEWORK FOR DISASTER RISK REDUCTION
THE SENDAI FRAMEWORK FOR DISASTER RISK REDUCTIONTHE SENDAI FRAMEWORK FOR DISASTER RISK REDUCTION
THE SENDAI FRAMEWORK FOR DISASTER RISK REDUCTIONjhunlian
ย 
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsyncWhy does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsyncssuser2ae721
ย 
Mine Environment II Lab_MI10448MI__________.pptx
Mine Environment II Lab_MI10448MI__________.pptxMine Environment II Lab_MI10448MI__________.pptx
Mine Environment II Lab_MI10448MI__________.pptxRomil Mishra
ย 
Solving The Right Triangles PowerPoint 2.ppt
Solving The Right Triangles PowerPoint 2.pptSolving The Right Triangles PowerPoint 2.ppt
Solving The Right Triangles PowerPoint 2.pptJasonTagapanGulla
ย 
Risk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfRisk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfROCENODodongVILLACER
ย 
US Department of Education FAFSA Week of Action
US Department of Education FAFSA Week of ActionUS Department of Education FAFSA Week of Action
US Department of Education FAFSA Week of ActionMebane Rash
ย 
Industrial Safety Unit-I SAFETY TERMINOLOGIES
Industrial Safety Unit-I SAFETY TERMINOLOGIESIndustrial Safety Unit-I SAFETY TERMINOLOGIES
Industrial Safety Unit-I SAFETY TERMINOLOGIESNarmatha D
ย 
Arduino_CSE ece ppt for working and principal of arduino.ppt
Arduino_CSE ece ppt for working and principal of arduino.pptArduino_CSE ece ppt for working and principal of arduino.ppt
Arduino_CSE ece ppt for working and principal of arduino.pptSAURABHKUMAR892774
ย 

Recently uploaded (20)

Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective IntroductionSachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
ย 
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdfCCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
ย 
Concrete Mix Design - IS 10262-2019 - .pptx
Concrete Mix Design - IS 10262-2019 - .pptxConcrete Mix Design - IS 10262-2019 - .pptx
Concrete Mix Design - IS 10262-2019 - .pptx
ย 
Input Output Management in Operating System
Input Output Management in Operating SystemInput Output Management in Operating System
Input Output Management in Operating System
ย 
Introduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptxIntroduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptx
ย 
Earthing details of Electrical Substation
Earthing details of Electrical SubstationEarthing details of Electrical Substation
Earthing details of Electrical Substation
ย 
Past, Present and Future of Generative AI
Past, Present and Future of Generative AIPast, Present and Future of Generative AI
Past, Present and Future of Generative AI
ย 
๐Ÿ”9953056974๐Ÿ”!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
๐Ÿ”9953056974๐Ÿ”!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...๐Ÿ”9953056974๐Ÿ”!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
๐Ÿ”9953056974๐Ÿ”!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
ย 
Internet of things -Arshdeep Bahga .pptx
Internet of things -Arshdeep Bahga .pptxInternet of things -Arshdeep Bahga .pptx
Internet of things -Arshdeep Bahga .pptx
ย 
home automation using Arduino by Aditya Prasad
home automation using Arduino by Aditya Prasadhome automation using Arduino by Aditya Prasad
home automation using Arduino by Aditya Prasad
ย 
Virtual memory management in Operating System
Virtual memory management in Operating SystemVirtual memory management in Operating System
Virtual memory management in Operating System
ย 
Indian Dairy Industry Present Status and.ppt
Indian Dairy Industry Present Status and.pptIndian Dairy Industry Present Status and.ppt
Indian Dairy Industry Present Status and.ppt
ย 
THE SENDAI FRAMEWORK FOR DISASTER RISK REDUCTION
THE SENDAI FRAMEWORK FOR DISASTER RISK REDUCTIONTHE SENDAI FRAMEWORK FOR DISASTER RISK REDUCTION
THE SENDAI FRAMEWORK FOR DISASTER RISK REDUCTION
ย 
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsyncWhy does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
ย 
Mine Environment II Lab_MI10448MI__________.pptx
Mine Environment II Lab_MI10448MI__________.pptxMine Environment II Lab_MI10448MI__________.pptx
Mine Environment II Lab_MI10448MI__________.pptx
ย 
Solving The Right Triangles PowerPoint 2.ppt
Solving The Right Triangles PowerPoint 2.pptSolving The Right Triangles PowerPoint 2.ppt
Solving The Right Triangles PowerPoint 2.ppt
ย 
Risk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfRisk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdf
ย 
US Department of Education FAFSA Week of Action
US Department of Education FAFSA Week of ActionUS Department of Education FAFSA Week of Action
US Department of Education FAFSA Week of Action
ย 
Industrial Safety Unit-I SAFETY TERMINOLOGIES
Industrial Safety Unit-I SAFETY TERMINOLOGIESIndustrial Safety Unit-I SAFETY TERMINOLOGIES
Industrial Safety Unit-I SAFETY TERMINOLOGIES
ย 
Arduino_CSE ece ppt for working and principal of arduino.ppt
Arduino_CSE ece ppt for working and principal of arduino.pptArduino_CSE ece ppt for working and principal of arduino.ppt
Arduino_CSE ece ppt for working and principal of arduino.ppt
ย 

CNN Tutorial