SlideShare ist ein Scribd-Unternehmen logo

Introduction to Deep Learning

•
•
O
Oleg Mygryn

Introduction to Deep Learning

Ingenieurwesen
1 von 24
Downloaden Sie, um offline zu lesen
Introduction to Deep Learning (c) Oleg Mygryn 2016
Neuron Model 1899 - Discovered. Santiago Ramón Neuron Input
 1 Input
 2 Input
 3 weight 2weight 1 weight 3 Activation Function Output 1958 - Perceptron. Frank Rosenblatt 1984 - Backpropagation optimization 2010 - Recurrent and Deep FF nets 2012+ ….
ImageNet Challenge 150,000 images and 1000 object classes top 5 suggestions, error rate, % Deep Learning and last 10 years - AlexNet (2012) exploded industry. 5 layers - ZF Net (2013) - 5 layers improved AlexNet - GoogLeNet (2015) - 22 layers - VGG Net (2014) - Oxford 19, layers In 2016: - NVIDIA DGX-1 system. ~170TFlops!!! - Intel® Xeon Phi™ 7210. ~ 3 TFlops
Top AI scientists Geoffrey E. Hinton University of Toronto, AlexNet curator, researcher Andrew NgYann LeCun Facebook, AI research group, working on AI since 1998 Chief Scientist of Baidu, Co-Founder Coursera, Professor at Stanford University
Modeling Neuron Human body: ~ 86 billion neurones ~ 100 trillons synapses Activation functions: - sigmoid; - tanh; - ReLU;
Layer-wise organization Most networks are fully-connected Not counting Input layer (3-layered on picture) Output layer - no activation function 4 + 4 + 1 = 9 neurons [3 x 4] + [4 x 4] + [4 x 1] = 12 + 16 + 4 = 32 weights 4 + 4 + 1 = 9 biases ∑ = 41 learnable params Modern NN ~100 million parameters with ~10-20 layers Example: Visual Geometry Group Network (Oxford) have 19 layers and 138 Millions parameters to learn
Rectifier (ReLU) TanH Sigmoid Binary Activation Functions
ReLU Rocks ! ReLUs (solid line) reaches a 25% training error rate on CIFAR-10 six times faster than an equivalent network with tanh neurons (dashed line) by Alex Krizhevsky
TanH example
Convolutional Neural Networks (CNN)
CNN Example 1
CNN Example 2
https://github.com/rasbt/python-machine-learning-book Training network. Backpropagation
AlexNet. Image recognition samples
https://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks.pdf AlexNet (2012): Illustration of the Architecture “Train time on GTX 580 3GB GPUs 5-6 days. All of our experiments suggest that our results can be improved simply by waiting for faster GPUs and bigger datasets to become available” (c) Alex Krizhevsky
GoogleNet (2015): Inception 9 Inception modules in the whole architecture, with over 100 layers in total
GoogleNet (2015): Inception 9 Inception modules in the whole architecture, with over 100 layers in total
http://www.deepdrumpf2016.com/ @DeepDrumpf Deconvolution
Deconvolution
@ Google tensorflow.org launched in Nov 2015. - most popular ML library - GitHub: 35,000 stars 15,000 forks - 350 contributors
TensorFlow - Python API - C++ API (poorly documented) - Java API ??? (TBA in 201X) API Features - CPU or multiple CPU, GPU or multiple GPU; - Async computation with lazy loading of execution graph; - Many of algorithm have already implemented; - TensorBoard: graph execution visualisation + debugging; import tensorflow as tf hello = tf.constant('Hello, TensorWorld!') sess = tf.Session() print sess.run(hello)
Thank YOU 1. www.cs231n.github.io 2. www.tensorflow.org 3. www.playground.tensorflow.org 4. www.yann.lecun.com 5. www.kdnuggets.com 6. www.devblogs.nvidia.com

Empfohlen

Deep Learning - Convolutional Neural Networks
Deep Learning - Convolutional Neural NetworksDeep Learning - Convolutional Neural Networks
Deep Learning - Convolutional Neural NetworksChristian Perone
 
What Is Deep Learning? | Introduction to Deep Learning | Deep Learning Tutori...
What Is Deep Learning? | Introduction to Deep Learning | Deep Learning Tutori...What Is Deep Learning? | Introduction to Deep Learning | Deep Learning Tutori...
What Is Deep Learning? | Introduction to Deep Learning | Deep Learning Tutori...Simplilearn
 
An introduction to Deep Learning
An introduction to Deep LearningAn introduction to Deep Learning
An introduction to Deep LearningJulien SIMON
 
Introduction to Deep learning
Introduction to Deep learningIntroduction to Deep learning
Introduction to Deep learningleopauly
 
Convolutional Neural Network Models - Deep Learning
Convolutional Neural Network Models - Deep LearningConvolutional Neural Network Models - Deep Learning
Convolutional Neural Network Models - Deep LearningMohamed Loey
 
Deep Learning: Application & Opportunity
Deep Learning: Application & OpportunityDeep Learning: Application & Opportunity
Deep Learning: Application & OpportunityiTrain
 
Deep learning - A Visual Introduction
Deep learning - A Visual IntroductionDeep learning - A Visual Introduction
Deep learning - A Visual IntroductionLukas Masuch
 
Convolutional neural network
Convolutional neural network Convolutional neural network
Convolutional neural network Yan Xu
 

Empfohlen

Deep Learning - Convolutional Neural Networks
Deep Learning - Convolutional Neural NetworksDeep Learning - Convolutional Neural Networks
Deep Learning - Convolutional Neural NetworksChristian Perone
 
What Is Deep Learning? | Introduction to Deep Learning | Deep Learning Tutori...
What Is Deep Learning? | Introduction to Deep Learning | Deep Learning Tutori...What Is Deep Learning? | Introduction to Deep Learning | Deep Learning Tutori...
What Is Deep Learning? | Introduction to Deep Learning | Deep Learning Tutori...Simplilearn
 
An introduction to Deep Learning
An introduction to Deep LearningAn introduction to Deep Learning
An introduction to Deep LearningJulien SIMON
 
Introduction to Deep learning
Introduction to Deep learningIntroduction to Deep learning
Introduction to Deep learningleopauly
 
Convolutional Neural Network Models - Deep Learning
Convolutional Neural Network Models - Deep LearningConvolutional Neural Network Models - Deep Learning
Convolutional Neural Network Models - Deep LearningMohamed Loey
 
Deep Learning: Application & Opportunity
Deep Learning: Application & OpportunityDeep Learning: Application & Opportunity
Deep Learning: Application & OpportunityiTrain
 
Deep learning - A Visual Introduction
Deep learning - A Visual IntroductionDeep learning - A Visual Introduction
Deep learning - A Visual IntroductionLukas Masuch
 
Convolutional neural network
Convolutional neural network Convolutional neural network
Convolutional neural network Yan Xu
 
CNN Machine learning DeepLearning
CNN Machine learning DeepLearningCNN Machine learning DeepLearning
CNN Machine learning DeepLearningAbhishek Sharma
 
Deep learning
Deep learningDeep learning
Deep learningRatnakar Pandey
 
1.Introduction to deep learning
1.Introduction to deep learning1.Introduction to deep learning
1.Introduction to deep learningKONGU ENGINEERING COLLEGE
 
Deep learning
Deep learningDeep learning
Deep learningMohamed Loey
 
Intro to deep learning
Intro to deep learning Intro to deep learning
Intro to deep learning David Voyles
 
Convolutional Neural Network
Convolutional Neural NetworkConvolutional Neural Network
Convolutional Neural NetworkVignesh Suresh
 
Training Neural Networks
Training Neural NetworksTraining Neural Networks
Training Neural NetworksDatabricks
 
Introduction of Deep Learning
Introduction of Deep LearningIntroduction of Deep Learning
Introduction of Deep LearningMyungjin Lee
 
CNNs: from the Basics to Recent Advances
CNNs: from the Basics to Recent AdvancesCNNs: from the Basics to Recent Advances
CNNs: from the Basics to Recent AdvancesDmytro Mishkin
 
Deep learning
Deep learning Deep learning
Deep learning Rajgupta258
 
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
 
Deep learning
Deep learningDeep learning
Deep learningHatim EL-QADDOURY
 
Deep learning.pptx
Deep learning.pptxDeep learning.pptx
Deep learning.pptxMdMahfoozAlam5
 
Machine Learning - Convolutional Neural Network
Machine Learning - Convolutional Neural NetworkMachine Learning - Convolutional Neural Network
Machine Learning - Convolutional Neural NetworkRichard Kuo
 
Deep learning tutorial 9/2019
Deep learning tutorial 9/2019Deep learning tutorial 9/2019
Deep learning tutorial 9/2019Amr Rashed
 
Introduction to Deep learning
Introduction to Deep learningIntroduction to Deep learning
Introduction to Deep learningMassimiliano Ruocco
 
Neural networks and deep learning
Neural networks and deep learningNeural networks and deep learning
Neural networks and deep learningJörgen Sandig
 
Deep Learning Explained
Deep Learning ExplainedDeep Learning Explained
Deep Learning ExplainedMelanie Swan
 
Deep learning ppt
Deep learning pptDeep learning ppt
Deep learning pptBalneSridevi
 
Deep learning presentation
Deep learning presentationDeep learning presentation
Deep learning presentationTunde Ajose-Ismail
 
Introduction to Deep Learning
Introduction to Deep Learning Introduction to Deep Learning
Introduction to Deep Learning Salesforce Engineering
 
Introduction to deep learning
Introduction to deep learningIntroduction to deep learning
Introduction to deep learningdoppenhe
 

Weitere ähnliche Inhalte

Was ist angesagt?

CNN Machine learning DeepLearning
CNN Machine learning DeepLearningCNN Machine learning DeepLearning
CNN Machine learning DeepLearningAbhishek Sharma
 
Intro to deep learning
Intro to deep learning Intro to deep learning
Intro to deep learning David Voyles
 
Convolutional Neural Network
Convolutional Neural NetworkConvolutional Neural Network
Convolutional Neural NetworkVignesh Suresh
 
Training Neural Networks
Training Neural NetworksTraining Neural Networks
Training Neural NetworksDatabricks
 
Introduction of Deep Learning
Introduction of Deep LearningIntroduction of Deep Learning
Introduction of Deep LearningMyungjin Lee
 
CNNs: from the Basics to Recent Advances
CNNs: from the Basics to Recent AdvancesCNNs: from the Basics to Recent Advances
CNNs: from the Basics to Recent AdvancesDmytro Mishkin
 
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
 
Machine Learning - Convolutional Neural Network
Machine Learning - Convolutional Neural NetworkMachine Learning - Convolutional Neural Network
Machine Learning - Convolutional Neural NetworkRichard Kuo
 
Deep learning tutorial 9/2019
Deep learning tutorial 9/2019Deep learning tutorial 9/2019
Deep learning tutorial 9/2019Amr Rashed
 
Neural networks and deep learning
Neural networks and deep learningNeural networks and deep learning
Neural networks and deep learningJörgen Sandig
 
Deep Learning Explained
Deep Learning ExplainedDeep Learning Explained
Deep Learning ExplainedMelanie Swan
 

Was ist angesagt? (20)

CNN Machine learning DeepLearning
CNN Machine learning DeepLearningCNN Machine learning DeepLearning
CNN Machine learning DeepLearning
 
Deep learning
Deep learningDeep learning
Deep learning
 
1.Introduction to deep learning
1.Introduction to deep learning1.Introduction to deep learning
1.Introduction to deep learning
 
Deep learning
Deep learningDeep learning
Deep learning
 
Intro to deep learning
Intro to deep learning Intro to deep learning
Intro to deep learning
 
Convolutional Neural Network
Convolutional Neural NetworkConvolutional Neural Network
Convolutional Neural Network
 
Training Neural Networks
Training Neural NetworksTraining Neural Networks
Training Neural Networks
 
Introduction of Deep Learning
Introduction of Deep LearningIntroduction of Deep Learning
Introduction of Deep Learning
 
CNNs: from the Basics to Recent Advances
CNNs: from the Basics to Recent AdvancesCNNs: from the Basics to Recent Advances
CNNs: from the Basics to Recent Advances
 
Deep learning
Deep learning Deep learning
Deep learning
 
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...
 
Deep learning
Deep learningDeep learning
Deep learning
 
Deep learning.pptx
Deep learning.pptxDeep learning.pptx
Deep learning.pptx
 
Machine Learning - Convolutional Neural Network
Machine Learning - Convolutional Neural NetworkMachine Learning - Convolutional Neural Network
Machine Learning - Convolutional Neural Network
 
Deep learning tutorial 9/2019
Deep learning tutorial 9/2019Deep learning tutorial 9/2019
Deep learning tutorial 9/2019
 
Introduction to Deep learning
Introduction to Deep learningIntroduction to Deep learning
Introduction to Deep learning
 
Neural networks and deep learning
Neural networks and deep learningNeural networks and deep learning
Neural networks and deep learning
 
Deep Learning Explained
Deep Learning ExplainedDeep Learning Explained
Deep Learning Explained
 
Deep learning ppt
Deep learning pptDeep learning ppt
Deep learning ppt
 
Deep learning presentation
Deep learning presentationDeep learning presentation
Deep learning presentation
 

Andere mochten auch

Introduction to deep learning
Introduction to deep learningIntroduction to deep learning
Introduction to deep learningdoppenhe
 
CompetitiveAdvantageThroughDeepLearning (white paper)
CompetitiveAdvantageThroughDeepLearning (white paper)CompetitiveAdvantageThroughDeepLearning (white paper)
CompetitiveAdvantageThroughDeepLearning (white paper)Tarun Mehra
 
Salesforce's Trusted Enterprise Platform and Apache Phoenix
Salesforce's Trusted Enterprise Platform and Apache PhoenixSalesforce's Trusted Enterprise Platform and Apache Phoenix
Salesforce's Trusted Enterprise Platform and Apache PhoenixSalesforce Engineering
 
Winning Europe: The human possibilities of the connected world
Winning Europe: The human possibilities of the connected worldWinning Europe: The human possibilities of the connected world
Winning Europe: The human possibilities of the connected worldAMETIC
 
Deep Learning - A Literature survey
Deep Learning - A Literature surveyDeep Learning - A Literature survey
Deep Learning - A Literature surveyAkshay Hegde
 
Building big things in Java
Building big things in JavaBuilding big things in Java
Building big things in Javascobal
 
IoT Seminar (Oct. 2016) Nicolas Damour - Sierra Wireless
IoT Seminar (Oct. 2016) Nicolas Damour - Sierra WirelessIoT Seminar (Oct. 2016) Nicolas Damour - Sierra Wireless
IoT Seminar (Oct. 2016) Nicolas Damour - Sierra WirelessOpen Mobile Alliance
 
Deep learning image classification aplicado al mundo de la moda
Deep learning image classification aplicado al mundo de la modaDeep learning image classification aplicado al mundo de la moda
Deep learning image classification aplicado al mundo de la modaJavier Abadía
 
The Future of IoT: Why We Need the Open Interconnect Consortium
The Future of IoT: Why We Need the Open Interconnect ConsortiumThe Future of IoT: Why We Need the Open Interconnect Consortium
The Future of IoT: Why We Need the Open Interconnect ConsortiumSamsung Open Source Group
 
IoT Seminar (Oct. 2016) Jong Young Lee - MDS Technology
IoT Seminar (Oct. 2016) Jong Young Lee - MDS TechnologyIoT Seminar (Oct. 2016) Jong Young Lee - MDS Technology
IoT Seminar (Oct. 2016) Jong Young Lee - MDS TechnologyOpen Mobile Alliance
 
Why we need IoT
Why we need IoTWhy we need IoT
Why we need IoTOleg Popov
 
Machine Learning: Introduction to Neural Networks
Machine Learning: Introduction to Neural NetworksMachine Learning: Introduction to Neural Networks
Machine Learning: Introduction to Neural NetworksFrancesco Collova'
 
IoT Seminar (Oct. 2016) Pilgrim Beart - DevicePilot & Duncan Purves - Connect...
IoT Seminar (Oct. 2016) Pilgrim Beart - DevicePilot & Duncan Purves - Connect...IoT Seminar (Oct. 2016) Pilgrim Beart - DevicePilot & Duncan Purves - Connect...
IoT Seminar (Oct. 2016) Pilgrim Beart - DevicePilot & Duncan Purves - Connect...Open Mobile Alliance
 
Differences of Deep Learning Frameworks
Differences of Deep Learning FrameworksDifferences of Deep Learning Frameworks
Differences of Deep Learning FrameworksSeiya Tokui
 
IoT Seminar (Oct. 2016) Tao Lin - Movimento Group
IoT Seminar (Oct. 2016) Tao Lin - Movimento GroupIoT Seminar (Oct. 2016) Tao Lin - Movimento Group
IoT Seminar (Oct. 2016) Tao Lin - Movimento GroupOpen Mobile Alliance
 
Israel's First Internet of Things Conference
Israel's First Internet of Things ConferenceIsrael's First Internet of Things Conference
Israel's First Internet of Things ConferenceGeminiVC
 

Andere mochten auch (20)

Introduction to Deep Learning
Introduction to Deep Learning Introduction to Deep Learning
Introduction to Deep Learning
 
Introduction to deep learning
Introduction to deep learningIntroduction to deep learning
Introduction to deep learning
 
CompetitiveAdvantageThroughDeepLearning (white paper)
CompetitiveAdvantageThroughDeepLearning (white paper)CompetitiveAdvantageThroughDeepLearning (white paper)
CompetitiveAdvantageThroughDeepLearning (white paper)
 
Salesforce's Trusted Enterprise Platform and Apache Phoenix
Salesforce's Trusted Enterprise Platform and Apache PhoenixSalesforce's Trusted Enterprise Platform and Apache Phoenix
Salesforce's Trusted Enterprise Platform and Apache Phoenix
 
Winning Europe: The human possibilities of the connected world
Winning Europe: The human possibilities of the connected worldWinning Europe: The human possibilities of the connected world
Winning Europe: The human possibilities of the connected world
 
Deep Learning - A Literature survey
Deep Learning - A Literature surveyDeep Learning - A Literature survey
Deep Learning - A Literature survey
 
Building big things in Java
Building big things in JavaBuilding big things in Java
Building big things in Java
 
IoT Seminar (Oct. 2016) Nicolas Damour - Sierra Wireless
IoT Seminar (Oct. 2016) Nicolas Damour - Sierra WirelessIoT Seminar (Oct. 2016) Nicolas Damour - Sierra Wireless
IoT Seminar (Oct. 2016) Nicolas Damour - Sierra Wireless
 
Deep learning image classification aplicado al mundo de la moda
Deep learning image classification aplicado al mundo de la modaDeep learning image classification aplicado al mundo de la moda
Deep learning image classification aplicado al mundo de la moda
 
The Future of IoT: Why We Need the Open Interconnect Consortium
The Future of IoT: Why We Need the Open Interconnect ConsortiumThe Future of IoT: Why We Need the Open Interconnect Consortium
The Future of IoT: Why We Need the Open Interconnect Consortium
 
IoT Seminar (Oct. 2016) Jong Young Lee - MDS Technology
IoT Seminar (Oct. 2016) Jong Young Lee - MDS TechnologyIoT Seminar (Oct. 2016) Jong Young Lee - MDS Technology
IoT Seminar (Oct. 2016) Jong Young Lee - MDS Technology
 
Why we need IoT
Why we need IoTWhy we need IoT
Why we need IoT
 
Machine Learning: Introduction to Neural Networks
Machine Learning: Introduction to Neural NetworksMachine Learning: Introduction to Neural Networks
Machine Learning: Introduction to Neural Networks
 
IoT Seminar (Oct. 2016) Pilgrim Beart - DevicePilot & Duncan Purves - Connect...
IoT Seminar (Oct. 2016) Pilgrim Beart - DevicePilot & Duncan Purves - Connect...IoT Seminar (Oct. 2016) Pilgrim Beart - DevicePilot & Duncan Purves - Connect...
IoT Seminar (Oct. 2016) Pilgrim Beart - DevicePilot & Duncan Purves - Connect...
 
Differences of Deep Learning Frameworks
Differences of Deep Learning FrameworksDifferences of Deep Learning Frameworks
Differences of Deep Learning Frameworks
 
IoT Seminar (Oct. 2016) Tao Lin - Movimento Group
IoT Seminar (Oct. 2016) Tao Lin - Movimento GroupIoT Seminar (Oct. 2016) Tao Lin - Movimento Group
IoT Seminar (Oct. 2016) Tao Lin - Movimento Group
 
Deeplearning NLP
Deeplearning NLPDeeplearning NLP
Deeplearning NLP
 
Israel's First Internet of Things Conference
Israel's First Internet of Things ConferenceIsrael's First Internet of Things Conference
Israel's First Internet of Things Conference
 
Deep Learning for Computer Vision: Deep Networks (UPC 2016)
Deep Learning for Computer Vision: Deep Networks (UPC 2016)Deep Learning for Computer Vision: Deep Networks (UPC 2016)
Deep Learning for Computer Vision: Deep Networks (UPC 2016)
 
Deep Learning for Computer Vision: Backward Propagation (UPC 2016)
Deep Learning for Computer Vision: Backward Propagation (UPC 2016)Deep Learning for Computer Vision: Backward Propagation (UPC 2016)
Deep Learning for Computer Vision: Backward Propagation (UPC 2016)
 

Ähnlich wie Introduction to Deep Learning

Deep Learning And Business Models (VNITC 2015-09-13)
Deep Learning And Business Models (VNITC 2015-09-13)Deep Learning And Business Models (VNITC 2015-09-13)
Deep Learning And Business Models (VNITC 2015-09-13)Ha Phuong
 
A Platform for Accelerating Machine Learning Applications
A Platform for Accelerating Machine Learning Applications A Platform for Accelerating Machine Learning Applications
A Platform for Accelerating Machine Learning ApplicationsNVIDIA Taiwan
 
(Im2col)accelerating deep neural networks on low power heterogeneous architec...
(Im2col)accelerating deep neural networks on low power heterogeneous architec...(Im2col)accelerating deep neural networks on low power heterogeneous architec...
(Im2col)accelerating deep neural networks on low power heterogeneous architec...Bomm Kim
 
Simplifying AI Infrastructure: Lessons in Scaling on DGX Systems
Simplifying AI Infrastructure: Lessons in Scaling on DGX SystemsSimplifying AI Infrastructure: Lessons in Scaling on DGX Systems
Simplifying AI Infrastructure: Lessons in Scaling on DGX SystemsRenee Yao
 
Deep Dive on Deep Learning (June 2018)
Deep Dive on Deep Learning (June 2018)Deep Dive on Deep Learning (June 2018)
Deep Dive on Deep Learning (June 2018)Julien SIMON
 
Convolutional neural networks for image classification — evidence from Kaggle...
Convolutional neural networks for image classification — evidence from Kaggle...Convolutional neural networks for image classification — evidence from Kaggle...
Convolutional neural networks for image classification — evidence from Kaggle...Dmytro Mishkin
 
IIBMP2019 講演資料「オープンソースで始める深層学習」
IIBMP2019 講演資料「オープンソースで始める深層学習」IIBMP2019 講演資料「オープンソースで始める深層学習」
IIBMP2019 講演資料「オープンソースで始める深層学習」Preferred Networks
 
building intelligent systems with large scale deep learning
building intelligent systems with large scale deep learningbuilding intelligent systems with large scale deep learning
building intelligent systems with large scale deep learningmustafa sarac
 
ImageNet Classification with Deep Convolutional Neural Networks
ImageNet Classification with Deep Convolutional Neural NetworksImageNet Classification with Deep Convolutional Neural Networks
ImageNet Classification with Deep Convolutional Neural NetworksWilly Marroquin (WillyDevNET)
 
Introduction To Tensorflow
Introduction To TensorflowIntroduction To Tensorflow
Introduction To TensorflowRayyan Khalid
 
HPE and NVIDIA empowering AI and IoT
HPE and NVIDIA empowering AI and IoTHPE and NVIDIA empowering AI and IoT
HPE and NVIDIA empowering AI and IoTRenee Yao
 
2020 ml swarm ascend presentation
2020 ml swarm ascend presentation2020 ml swarm ascend presentation
2020 ml swarm ascend presentationKyongsik Yun
 
Cognitive Engine: Boosting Scientific Discovery
Cognitive Engine: Boosting Scientific DiscoveryCognitive Engine: Boosting Scientific Discovery
Cognitive Engine: Boosting Scientific Discoverydiannepatricia
 
Meetup 18/10/2018 - Artificiële intelligentie en mobiliteit
Meetup 18/10/2018 - Artificiële intelligentie en mobiliteitMeetup 18/10/2018 - Artificiële intelligentie en mobiliteit
Meetup 18/10/2018 - Artificiële intelligentie en mobiliteitDigipolis Antwerpen
 
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
 
Anomaly Detection with Azure and .net
Anomaly Detection with Azure and .netAnomaly Detection with Azure and .net
Anomaly Detection with Azure and .netMarco Parenzan
 
Lecture 4: Deep Learning Frameworks
Lecture 4: Deep Learning FrameworksLecture 4: Deep Learning Frameworks
Lecture 4: Deep Learning FrameworksMohamed Loey
 
KaoNet: Face Recognition and Generation App using Deep Learning
KaoNet: Face Recognition and Generation App using Deep LearningKaoNet: Face Recognition and Generation App using Deep Learning
KaoNet: Face Recognition and Generation App using Deep LearningVan Huy
 

Ähnlich wie Introduction to Deep Learning (20)

Deep Learning And Business Models (VNITC 2015-09-13)
Deep Learning And Business Models (VNITC 2015-09-13)Deep Learning And Business Models (VNITC 2015-09-13)
Deep Learning And Business Models (VNITC 2015-09-13)
 
A Platform for Accelerating Machine Learning Applications
A Platform for Accelerating Machine Learning Applications A Platform for Accelerating Machine Learning Applications
A Platform for Accelerating Machine Learning Applications
 
(Im2col)accelerating deep neural networks on low power heterogeneous architec...
(Im2col)accelerating deep neural networks on low power heterogeneous architec...(Im2col)accelerating deep neural networks on low power heterogeneous architec...
(Im2col)accelerating deep neural networks on low power heterogeneous architec...
 
Artificial Neural networks
Artificial Neural networksArtificial Neural networks
Artificial Neural networks
 
Simplifying AI Infrastructure: Lessons in Scaling on DGX Systems
Simplifying AI Infrastructure: Lessons in Scaling on DGX SystemsSimplifying AI Infrastructure: Lessons in Scaling on DGX Systems
Simplifying AI Infrastructure: Lessons in Scaling on DGX Systems
 
Introduction to Deep learning
Introduction to Deep learningIntroduction to Deep learning
Introduction to Deep learning
 
Deep Dive on Deep Learning (June 2018)
Deep Dive on Deep Learning (June 2018)Deep Dive on Deep Learning (June 2018)
Deep Dive on Deep Learning (June 2018)
 
Convolutional neural networks for image classification — evidence from Kaggle...
Convolutional neural networks for image classification — evidence from Kaggle...Convolutional neural networks for image classification — evidence from Kaggle...
Convolutional neural networks for image classification — evidence from Kaggle...
 
IIBMP2019 講演資料「オープンソースで始める深層学習」
IIBMP2019 講演資料「オープンソースで始める深層学習」IIBMP2019 講演資料「オープンソースで始める深層学習」
IIBMP2019 講演資料「オープンソースで始める深層学習」
 
building intelligent systems with large scale deep learning
building intelligent systems with large scale deep learningbuilding intelligent systems with large scale deep learning
building intelligent systems with large scale deep learning
 
ImageNet Classification with Deep Convolutional Neural Networks
ImageNet Classification with Deep Convolutional Neural NetworksImageNet Classification with Deep Convolutional Neural Networks
ImageNet Classification with Deep Convolutional Neural Networks
 
Introduction To Tensorflow
Introduction To TensorflowIntroduction To Tensorflow
Introduction To Tensorflow
 
HPE and NVIDIA empowering AI and IoT
HPE and NVIDIA empowering AI and IoTHPE and NVIDIA empowering AI and IoT
HPE and NVIDIA empowering AI and IoT
 
2020 ml swarm ascend presentation
2020 ml swarm ascend presentation2020 ml swarm ascend presentation
2020 ml swarm ascend presentation
 
Cognitive Engine: Boosting Scientific Discovery
Cognitive Engine: Boosting Scientific DiscoveryCognitive Engine: Boosting Scientific Discovery
Cognitive Engine: Boosting Scientific Discovery
 
Meetup 18/10/2018 - Artificiële intelligentie en mobiliteit
Meetup 18/10/2018 - Artificiële intelligentie en mobiliteitMeetup 18/10/2018 - Artificiële intelligentie en mobiliteit
Meetup 18/10/2018 - Artificiële intelligentie en mobiliteit
 
Convolutional Neural Network (CNN) - image recognition
Convolutional Neural Network (CNN) - image recognitionConvolutional Neural Network (CNN) - image recognition
Convolutional Neural Network (CNN) - image recognition
 
Anomaly Detection with Azure and .net
Anomaly Detection with Azure and .netAnomaly Detection with Azure and .net
Anomaly Detection with Azure and .net
 
Lecture 4: Deep Learning Frameworks
Lecture 4: Deep Learning FrameworksLecture 4: Deep Learning Frameworks
Lecture 4: Deep Learning Frameworks
 
KaoNet: Face Recognition and Generation App using Deep Learning
KaoNet: Face Recognition and Generation App using Deep LearningKaoNet: Face Recognition and Generation App using Deep Learning
KaoNet: Face Recognition and Generation App using Deep Learning
 

Kürzlich hochgeladen

Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01KreezheaRecto
 
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXssuser89054b
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdfAKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdfankushspencer015
 
Generative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPTGenerative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPTbhaskargani46
 
University management System project report..pdf
University management System project report..pdfUniversity management System project report..pdf
University management System project report..pdfKamal Acharya
 
Bhosari ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For ...
Bhosari ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For ...Bhosari ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For ...
Bhosari ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For ...tanu pandey
 
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Christo Ananth
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...ranjana rawat
 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756dollysharma2066
 
Online banking management system project.pdf
Online banking management system project.pdfOnline banking management system project.pdf
Online banking management system project.pdfKamal Acharya
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VDineshKumar4165
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...ranjana rawat
 
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Wakad Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
data_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfdata_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfJiananWang21
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfKamal Acharya
 
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...SUHANI PANDEY
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...Call Girls in Nagpur High Profile
 

Kürzlich hochgeladen (20)

Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01
 
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdfAKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdf
 
Generative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPTGenerative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPT
 
University management System project report..pdf
University management System project report..pdfUniversity management System project report..pdf
University management System project report..pdf
 
Bhosari ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For ...
Bhosari ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For ...Bhosari ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For ...
Bhosari ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For ...
 
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
 
Online banking management system project.pdf
Online banking management system project.pdfOnline banking management system project.pdf
Online banking management system project.pdf
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - V
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
 
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Wakad Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance Booking
 
data_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfdata_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdf
 
Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024
 
Call Now ≽ 9953056974 ≼🔝 Call Girls In New Ashok Nagar ≼🔝 Delhi door step de...
Call Now ≽ 9953056974 ≼🔝 Call Girls In New Ashok Nagar ≼🔝 Delhi door step de...Call Now ≽ 9953056974 ≼🔝 Call Girls In New Ashok Nagar ≼🔝 Delhi door step de...
Call Now ≽ 9953056974 ≼🔝 Call Girls In New Ashok Nagar ≼🔝 Delhi door step de...
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
 
Roadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and RoutesRoadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and Routes
 
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
 

Introduction to Deep Learning