Channel Title: Neural Network Console Channel Description: ソニーのDeep Learningの統合開発環境、Neural Network Consoleのチャンネルです。 Deep Learningの基礎について、およびNeural Network Consoleの使い方について解説しています。 Channel for Neural Network Console, Sony's integrated development environment for Deep Learning. Learn the basics of Deep Learning and how to use the Neural Network Console. <video> NNC Tutorial : Neural Network Console for Beginners - From setup to executing sample project (Win) Description: This video explains from setting up to running a sample project using Neural Network Console for Windows which is an integrated development environment of Deep Learning. Next: Easy! Creating an Image Classification 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 February 6, 2019. https://youtu.be/QKpWPucmsmU </video> <video> NNC Tutorial : How to call generated classifier from Python Description: 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 </video> <video> Why We Should Work on Deep Learning Now? - Introduction to Deep Learning Description: This video explains why Deep Learning is currently in the spotlight and why you should work on it as soon as possible. Next : 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 November 8, 2018. https://youtu.be/-Dl8s4iufxI </video> <video> 今すぐ先端AIを積極活用するべき理由 Description: 本動画では、主に一般の皆さんに向け今すぐ先端AIの活用を開始すべき理由についてお話しています。 BGM played by Naoki Ide. </video> <video> Attention Mechanism - Introduction to Deep Learning Description: This video explains the basic structure of the neural network, Attention. It has recently been very popularly used in Deep Learning alongside Convolutional Neural Networks. Previous : Downsizing Neural Networks by Quantization https://www.youtube.com/watch?v=tFmQj7W4qlk Basics of Designing Neural Network https://www.youtube.com/watch?v=lp4skE5U8Cs The Mechanism of Neural Network Training https://www.youtube.com/watch?v=XeieQQ-LPTQ What are Recurrent Neural Networks?(RNN) https://www.youtube.com/watch?v=nzwLW6zsJoU Understanding LSTM without Mathematical Expressions (Long Short-Term Memory) https://www.youtube.com/watch?v=GKCTlXm8S5o 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/ Squeeze-and-Excitation Networks Jie Hu, Li Shen, Samuel Albanie, Gang Sun, Enhua Wu https://arxiv.org/abs/1709.01507 Attention Is All You Need Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz Kaiser, Illia Polosukhin https://arxiv.org/abs/1706.03762 BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova https://arxiv.org/abs/1810.04805 **NOTE** This contents has been translated from Japanese into English. The original has been published on January 23, 2020. https://youtu.be/g5DSLeJozdw </video> <video> NNC Tutorial : How to create dataset for image classification Description: 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 </video> <video> Understanding LSTM without Mathematical Expressions - Introduction to Deep Learning Description: This video explains LSTM (Long Short-Term Memory) which is the most popular configuration of Recurrent Neural Networks (RNN). Next : Transfer Learning in Deep Learning https://www.youtube.com/watch?v=pFQ2qVqsLvg Previous : What are Generative Adversarial Networks (GANs)? https://www.youtube.com/watch?v=hmeFvXxd3sI What are Recurrent Neural Networks(RNN)? https://www.youtube.com/watch?v=nzwLW6zsJoU The Mechanism of Neural Network Training https://www.youtube.com/watch?v=XeieQQ-LPTQ Multilayer Techniques for Neural Network https://www.youtube.com/watch?v=v-9nIPNwABA Sample project: Elman-net #Neural Network Console Cloud version login required. https://dl.sony.com/console/#/project?project_id=15 Sample project: LSTM #Neural Network Console Cloud version login required. https://dl.sony.com/console/#/project?project_id=19 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 December 25, 2019. https://youtu.be/qpd9I8m1bOA </video> <video> What are Generative Adversarial Networks (GANs)? - Introduction to Deep Learning Description: 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 </video> <video> What are Recurrent Neural Networks(RNN)? - Introduction to Deep Learning Description: 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 </video> <video> Transfer Learning in Deep Learning - Introduction to Deep Learning Description: 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 </video> <video> NNC Tutorial : 5-minute design for Convolutional Neural Networks(CNN) Description: 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 </video> <video> Multilayer Techniques for Neural Network - Introduction to Deep Learning Description: 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 </video> <video> The Mechanism of Neural Network Training - Introduction to Deep Learning Description: This video explains how to stably learn neural networks with more than tens of layers. Next : What are Recurrent Neural Networks(RNN)? https://www.youtube.com/watch?v=nzwLW6zsJoU Previous : Multilayer Techniques for Neural Network https://www.youtube.com/watch?v=v-9nIPNwABA 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 April 26, 2019. https://youtu.be/r8bbe273vEs </video> <video> What can you do with Deep Learning? - Introduction to Deep Learning Description: 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 </video> <video> Guidelines to Determine the Number of Layers and Neurons - Introduction to Deep Learning Description: 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 </video>

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ソニーのDeep Learningの統合開発環境、Neural Network Consoleのチャンネルです。
Deep Learningの基礎について、およびNeural Network Consoleの使い方について解説しています。

Channel for Neural Network Console, Sony's integrated development environment for Deep Learning.
Learn the basics of Deep Learning and how to use the Neural Network Console.

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