This video shows briefly explanation of the basics of Deep Learning while following the history of neural networks. Next : What can you do with Deep Learning ? https://www.youtube.com/watch?v=YEaPRiNNJGg Previous : Why We Should Work on Deep Learning Now? https://www.youtube.com/watch?v=7iir0K02JDw 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. #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 quantization that realizes speeding up and memory saving by replacing the operations of the neural network mainly on floating point operations with integer operations. Next : Attention Mechanism https://www.youtube.com/watch?v=aQQa_xl78Qw Previous :Transfer Learning in Deep Learning https://www.youtube.com/watch?v=pFQ2qVqsLvg 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 July 18, 2019. https://youtu.be/unE_hofrYrk #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 designing neural networks. It also explains the basic functions that make up the neural network such as Affine, Convolution, Activation function, Pooling and Loss functions. Next : Guidelines to Determine the Number of Layers and Neurons https://www.youtube.com/watch?v=yLev2zNxC0M Previous : What can you do with Deep Learning? https://www.youtube.com/watch?v=YEaPRiNNJGg 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 26, 2019. https://youtu.be/O3qm6qZooP0 #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 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 #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 : 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 #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 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 #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 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 #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 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 #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

この動画では、Deep Learningの統合開発環境Neural Network Consoleを用いて、入力画像を高解像度化する画像信号処理モデルを学習する手順について解説します。 Flower food SR dataset（動画内で用いたデータセットのダウンロードはこちらから） https://support.dl.sony.com/blogs-ja/dataset/flower-food-sr-dataset/ Neural Network Console Plugins (プラグインのダウンロードはこちらから) https://github.com/sony/nnc-plugin 前回の動画：構造化データの分類・回帰 https://www.youtube.com/watch?v=ViSIaGlg_DU Deep Learningで行う信号処理（フィルタリング） https://www.youtube.com/watch?v=UaYeTmWI6_Y 再生リスト「Deep Learning入門」 https://www.youtube.com/playlist?list=PLg1wtJlhfh23pjdFv4p8kOBYyTRvzseZ3 再生リスト「Neural Network Console チュートリアル（クラウド版）」 https://www.youtube.com/playlist?list=PLg1wtJlhfh227oiXbVJOwXCuCoKo3dOU9 再生リスト「Neural Network Console チュートリアル（Windows版）」 https://www.youtube.com/playlist?list=PLg1wtJlhfh20mWfEbfng2ug-bfE437lDW Neural Network Consoleの特長 https://www.youtube.com/watch?v=y_KGyxAwAic Neural Network Console https://dl.sony.com/ja/ Neural Network Libraries https://nnabla.org/ja/ #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

今年オープンソースとして新しく公開になったプラグインの紹介を含む、Neural Network Console Windows版の2021年11月時点の最新情報についてお話ししています。 関連動画 【説明可能なAI】説明可能なAIを使ってみよう https://www.youtube.com/watch?v=OuD7jOtVFxY NNCチュートリアル：構造化データの分類・回帰 https://www.youtube.com/watch?v=ViSIaGlg_DU NNCチュートリアル：文章分類 https://www.youtube.com/watch?v=40Qb32joXNY NNCチュートリアル：物体検出 https://www.youtube.com/watch?v=rlMPii_HyJ4 NNablaディープラーニングYouTubeチャンネル開設のお知らせ https://www.youtube.com/watch?v=pSive5_gb5w NNCチュートリアル：ユニット機能を用いて複雑なネットワークを簡潔に記述 https://www.youtube.com/watch?v=5aLGE8zKlro 関連リンク チュートリアル：Neural Network Console用プラグインの開発方法 https://support.dl.sony.com/docs-ja/how_to_develop_a_plugin nnablaディープラーニングチャンネル https://www.youtube.com/c/nnabla 再生リスト「Deep Learning入門」 https://www.youtube.com/playlist?list=PLg1wtJlhfh23pjdFv4p8kOBYyTRvzseZ3 再生リスト「Neural Network Console チュートリアル（クラウド版）」 https://www.youtube.com/playlist?list=PLg1wtJlhfh227oiXbVJOwXCuCoKo3dOU9 再生リスト「Neural Network Console チュートリアル（Windows版）」 https://www.youtube.com/playlist?list=PLg1wtJlhfh20mWfEbfng2ug-bfE437lDW Neural Network Consoleの特長 https://www.youtube.com/watch?v=y_KGyxAwAic Neural Network Console https://dl.sony.com/ja/ Neural Network Libraries https://nnabla.org/ja/ #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