This video introduces the theory about how to determine the number of layers and neurons. Next : Multilayer Techniques for Neural Network https://www.youtube.com/watch?v=v-9nIPNwABA Previous : Basics of Designing Neural Network https://www.youtube.com/watch?v=lp4skE5U8Cs Neural Network Console Youtube Channel https://www.youtube.com/c/NeuralNetworkConsole Playlist : Introduction to Deep Learning https://www.youtube.com/playlist?list=PLg1wtJlhfh23KxT90XrswtrBhBtP_rc53 Neural Network Console https://dl.sony.com/ Neural Network Libraries https://nnabla.org/ **NOTE** This contents has been translated from Japanese into English. The original has been published on April 8, 2019. https://youtu.be/OwccN7rj4Qg #Deep Learning #Neural Network #Neural Network Console #Neural Network Libraries #Sony #AI #深層学習 #ディープラーニング #ニュールネットワーク #ソニー #人工知能

This video explains how to stably learn neural networks with more than tens of layers. Next : The Mechanism of Neural Network Training https://www.youtube.com/watch?v=XeieQQ-LPTQ Previous : Guidelines to Determine the Number of Layers and Neurons https://www.youtube.com/watch?v=yLev2zNxC0M Basics of Designing Neural Network https://www.youtube.com/watch?v=lp4skE5U8Cs Neural Network Console Youtube Channel https://www.youtube.com/c/NeuralNetworkConsole Playlist : Introduction to Deep Learning https://www.youtube.com/playlist?list=PLg1wtJlhfh23KxT90XrswtrBhBtP_rc53 Neural Network Console https://dl.sony.com/ Neural Network Libraries https://nnabla.org/ **NOTE** This contents has been translated from Japanese into English. The original has been published on April 15, 2019. https://youtu.be/X2KWO1UPqxk #Deep Learning #Neural Network #Neural Network Console #Neural Network Libraries #Sony #AI #深層学習 #ディープラーニング #ニュールネットワーク #ソニー #人工知能

This video explains Transfer Learning, which can realize high accuracy even when learning from a small amount of data by reusing a model learned from a large amount of data. Next : Downsizing Neural Networks by Quantization https://www.youtube.com/watch?v=tFmQj7W4qlk Previous : Understanding LSTM without Mathematical Expressions (Long Short-Term Memory) https://www.youtube.com/watch?v=GKCTlXm8S5o Pretrained model of Neural Network Libraries https://nnabla.readthedocs.io/en/latest/python/api/models.html Neural Network Console Youtube Channel https://www.youtube.com/c/NeuralNetworkConsole Playlist : Introduction to Deep Learning https://www.youtube.com/playlist?list=PLg1wtJlhfh23KxT90XrswtrBhBtP_rc53 Neural Network Console https://dl.sony.com/ Neural Network Libraries https://nnabla.org/ **NOTE** This contents has been translated from Japanese into English. The original has been published on October 17, 2019. https://youtu.be/sEYNDW9KSqc #Deep Learning #Neural Network #Neural Network Console #Neural Network Libraries #Sony #AI #深層学習 #ディープラーニング #ニュールネットワーク #ソニー #人工知能

This video explains the basics of Recurrent Neural Networks (RNN). Next : What are Generative Adversarial Networks (GANs)? https://www.youtube.com/watch?v=hmeFvXxd3sI Previous : The Mechanism of Neural Network Training https://www.youtube.com/watch?v=XeieQQ-LPTQ Neural Network Console Youtube Channel https://www.youtube.com/c/NeuralNetworkConsole Playlist : Introduction to Deep Learning https://www.youtube.com/playlist?list=PLg1wtJlhfh23KxT90XrswtrBhBtP_rc53 Neural Network Console https://dl.sony.com/ Neural Network Libraries https://nnabla.org/ **NOTE** This contents has been translated from Japanese into English. The original has been published on May 24, 2019. https://youtu.be/yvqgQZIUAKg #Deep Learning #Neural Network #Neural Network Console #Neural Network Libraries #Sony #AI #深層学習 #ディープラーニング #ニュールネットワーク #ソニー #人工知能

This video explains the basics of Generative Adversarial Networks (GANs). Previous : What are Recurrent Neural Networks?(RNN) https://www.youtube.com/watch?v=nzwLW6zsJoU Next : Understanding LSTM without Mathematical Expressions (Long Short-Term Memory) https://www.youtube.com/watch?v=GKCTlXm8S5o Basics of Designing Neural Network https://www.youtube.com/watch?v=lp4skE5U8Cs Neural Network Console Youtube Channel https://www.youtube.com/c/NeuralNetworkConsole Playlist : Introduction to Deep Learning https://www.youtube.com/playlist?list=PLg1wtJlhfh23KxT90XrswtrBhBtP_rc53 Sample project: DCGAN (Conditional) -Neural Network Console Cloud version login required. GPU learning is recommended. https://dl.sony.com/console/#/project?project_id=9 Neural Network Console https://dl.sony.com/ Neural Network Libraries https://nnabla.org/ **NOTE** This contents has been translated from Japanese into English. The original has been published on June 24, 2019. https://youtu.be/2rC2_-HtpsQ #Deep Learning #Neural Network #Neural Network Console #Neural Network Libraries #Sony #AI #深層学習 #ディープラーニング #ニュールネットワーク #ソニー #人工知能

In this video, we will explain how to create an image classification dataset that can be used in the Deep Learning integrated development environment Neural Network Console. Experience learning process based on your own dataset and deepen your understanding of Deep Learning! Next : How to call generated classifier from Python https://www.youtube.com/watch?v=45njz8RwkkM Previous : 5-minute design for Convolutional Neural Networks(CNN) https://www.youtube.com/watch?v=gAIzxNCl-kA Feature of Neural Network Console ( Japanese Only ) https://www.youtube.com/watch?v=y_KGyxAwAic Playlist : Neural Network Console Tutorial https://www.youtube.com/playlist?list=PLg1wtJlhfh20w0DJf0ldV4ww0fE0w9y2A Playlist : Introduction to Deep Learning https://www.youtube.com/playlist?list=PLg1wtJlhfh23KxT90XrswtrBhBtP_rc53 Neural Network Console Youtube Channel https://www.youtuShinybe.com/c/NeuralNetworkConsole Neural Network Console https://dl.sony.com/ Neural Network Libraries https://nnabla.org/ Neural Network Libraries https://nnabla.org/ **NOTE** This contents has been translated from Japanese into English. The original has been published on May 14, 2019. https://youtu.be/v6Rr6IODwK4 #Deep Learning #Neural Network #Neural Network Console #Neural Network Libraries #Sony #AI #深層学習 #ディープラーニング #ニュールネットワーク #ソニー #人工知能

This video explains what you can do with Deep Learning. Next : Basics of Designing Neural Network https://www.youtube.com/watch?v=lp4skE5U8Cs Previous : What is Deep Learning ? https://www.youtube.com/watch?v=vIr-a5lT_U4 Neural Network Console Youtube Channel https://www.youtube.com/c/NeuralNetworkConsole Playlist : Introduction to Deep Learning https://www.youtube.com/playlist?list=PLg1wtJlhfh23KxT90XrswtrBhBtP_rc53 Neural Network Console https://dl.sony.com/ Neural Network Libraries https://nnabla.org/ **NOTE** This contents has been translated from Japanese into English. The original has been published on February 20, 2019. https://youtu.be/FwuBbj8F6cI #Deep Learning #Neural Network #Neural Network Console #Neural Network Libraries #Sony #AI #深層学習 #ディープラーニング #ニュールネットワーク #ソニー #人工知能

In this video, we will explain how to build Convolutional Neural Networks using the Deep Learning integrated development environment Neural Network Console. We will explain how to specify the dataset, design, train, and evaluate the four-layer Convolutional Neural Networks. Next : How to create dataset for image classification https://www.youtube.com/watch?v=T4VnimGjwF0 Previous: Easy! Creating an Image Classification Project (for Windows) https://www.youtube.com/watch?v=zjlYu7Ztxfs Basics of Designing Neural Network - Introduction to Deep Learning https://www.youtube.com/watch?v=lp4skE5U8Cs Feature of Neural Network Console ( Japanese Only ) https://www.youtube.com/watch?v=y_KGyxAwAic Playlist : Neural Network Console Tutorial https://www.youtube.com/playlist?list=PLg1wtJlhfh20w0DJf0ldV4ww0fE0w9y2A Playlist : Introduction to Deep Learning https://www.youtube.com/playlist?list=PLg1wtJlhfh23KxT90XrswtrBhBtP_rc53 Neural Network Console Youtube Channel https://www.youtube.com/c/NeuralNetworkConsole Neural Network Console https://dl.sony.com/ Neural Network Libraries https://nnabla.org/ **NOTE** This contents has been translated from Japanese into English. The original has been published on April 2, 2019. https://youtu.be/Vj7yfyiux0w #Deep Learning #Neural Network #Neural Network Console #Neural Network Libraries #Sony #AI #深層学習 #ディープラーニング #ニュールネットワーク #ソニー #人工知能

In this video, we will explain how to use a model created in the Deep Learning integrated development environment Neural Network Console from an external application using Python and Neural Network Libraries. Previous : How to create dataset for image classification https://www.youtube.com/watch?v=T4VnimGjwF0 Neural Network Libraries install document https://nnabla.readthedocs.io/en/latest/python/installation.html Feature of Neural Network Console ( Japanese Only ) https://www.youtube.com/watch?v=y_KGyxAwAic Playlist : Neural Network Console Tutorial https://www.youtube.com/playlist?list=PLg1wtJlhfh20w0DJf0ldV4ww0fE0w9y2A Playlist : Introduction to Deep Learning https://www.youtube.com/playlist?list=PLg1wtJlhfh23KxT90XrswtrBhBtP_rc53 Neural Network Console Youtube Channel https://www.youtube.com/c/NeuralNetworkConsole Neural Network Console https://dl.sony.com/ Neural Network Libraries https://nnabla.org/ **NOTE** This contents has been translated from Japanese into English. The original has been published on May 30, 2019. https://youtu.be/Nr8fwQkjDnE #Deep Learning #Neural Network #Neural Network Console #Neural Network Libraries #Sony #AI #深層学習 #ディープラーニング #ニュールネットワーク #ソニー #人工知能

This video explains how to easily create an image classification project using the Neural Network Console for Windows, an integrated development environment for Deep Learning. If you are interested in, I appreciate you checking these links (Other videos are Japanese only, now we are planning to translate in English). Next : 5-minute design for Convolutional Neural Networks(CNN) https://www.youtube.com/watch?v=gAIzxNCl-kA Previous : Neural Network Console for Beginners - From setup to executing sample project (for Windows) https://www.youtube.com/watch?v=zjlYu7Ztxfs What is Deep Learning ? - Introduction to Deep Learning https://www.youtube.com/watch?v=vIr-a5lT_U4 Basics of Designing Neural Network - Introduction to Deep Learning https://www.youtube.com/watch?v=lp4skE5U8Cs Feature of Neural Network Console ( Japanese Only ) https://www.youtube.com/watch?v=y_KGyxAwAic Playlist : Neural Network Console Tutorial https://www.youtube.com/playlist?list=PLg1wtJlhfh20w0DJf0ldV4ww0fE0w9y2A Playlist : Introduction to Deep Learning https://www.youtube.com/playlist?list=PLg1wtJlhfh23KxT90XrswtrBhBtP_rc53 Neural Network Console Youtube Channel https://www.youtube.com/c/NeuralNetworkConsole Neural Network Console https://dl.sony.com/ Neural Network Libraries https://nnabla.org/ **NOTE** This contents has been translated from Japanese into English. The original has been published on March 27, 2019. https://youtu.be/vncZ43udec8 #Deep Learning #Neural Network #Neural Network Console #Neural Network Libraries #Sony #AI #深層学習 #ディープラーニング #ニュールネットワーク #ソニー #人工知能