【G検定完全解説 第5章】ディープラーニングの要素技術｜JDLAシラバスで最短合格ロード #G検定 #JDLA #聞き流し

Understand the convolution, padding, and stride of convolutional neural networks (CNNs) with examples. From RNNs to LSTM/GRU, and from Attention to Transformers, the GPT mechanism is explained from the basics. ▼Next Video [Chapter 6] Application Examples of Deep Learning    • 【G検定完全解説 第6章】ディープラーニングの応用例｜JDLAシラバスで最短合格ロー...   ▼Previous Video [Chapter 4] Overview of Deep Learning    • 【G検定完全解説 第4章】ディープラーニングの概要｜JDLAシラバスで最短合格ロード...   ★Reference Book Deep Learning Textbook: Deep Learning G-Test (Generalist) Official Textbook, 3rd Edition https://x.gd/o4owk [Table of Contents] 00:00 Opening 00:49 Convolutional Neural Networks 02:45 Kernel Filters 03:40 Padding Process 04:31 Slides 05:30 Depth Separable Convolution, Pointwise Convolution 06:19 Pooling Layers, Fully Connected Layers, Skip Connectivity, Normalization Layers 09:14 Batch Normalization, Layer Normalization, Instance Normalization, Group Normalization 11:21 Summary of Convolutional Neural Networks 12:31 Recurrent Neural Networks 13:55 Elman Networks, Jordan Networks 15:34 LSTM 16:33 CEC 17:10 GRU 17:58 Bidirection RNN 18:30 RNN Encoder/Decoder 19:35 Supervisor Enforcement 21:08 Attention 22:38 Summary of Recurrent Neural Networks 23:29 Transformers (Movie Trailer) 24:19 Transformers 25:23 Parallel Computing, Position Encoding, Self-Attention, Query Key-Value, Multi-Head Attention 28:48 Summary of Transformers 29:14 Autoencoders 30:02 Stacked Encoders, Pre-training, Variational Autoencoders 31:52 Autoencoder Summary ★ Transformers Movie Trailer    • Transformers | Official Trailer | Paramoun...   ★ Nikkei Shimbun https://www.nikkei.com/ This channel is an unofficial channel and has no relation to Nikkei Inc. Article summaries and quotations are made within the scope of fair use, with sources clearly indicated. Please check the original source (Nikkei Digital Edition/print edition). 🔔 Subscribe & Turn on Notifications to never miss the morning news! ▶︎    / @診断士かつ丼日経非公式   【Weekdays 5 AM | Business News Morning Channel for "One Day Ahead" with Nikkei Shimbun Summaries】 "Katsudon," a dad from Kansai with 30 years of experience at a listed company and 10 years as a certified small and medium-sized enterprise management consultant, explains three Nikkei Shimbun summaries in approximately 10-15 minutes. Latest Economic Trends We deliver information in an easy-to-understand way for busy working adults and high school students, sharing tips to brighten the lives of children and grandchildren. ◆Distribution Schedule Weekdays 5:00 AM: Summary of 3 Nikkei articles Weekends Irregularly: "Adult Learning" Series: History, Travel, Teachings of Our Predecessors, etc. ◆What You Can Gain from This Channel Understand the business news you "must know now" before commuting. Deepen your understanding of various trends and structures through diverse news. Gain news anecdotes you can discuss at home, presented with a Kansai-style humor and a father's perspective. ▼Related Playlists ★ Weekday 5 AM "Nikkei Commentary News" https://x.gd/n2nEm ★ G-Test Passing Course https://x.gd/4OyfM ★ [2026 G-Test] The Road to Passing the G-Test https://x.gd/QxvgU ★ [G-Test] The Road to Passing https://x.gd/YStoA ★ [Politics/Showa History] Things Politics and Japanese People Should Never Forget https://x.gd/tKZmx ★ [Business Case Files] Business News That Surprised Japan https://x.gd/fSks7 ★ Generative AI Course for Small and Medium-Sized Enterprises https://x.gd/tuU4r ★ [Generative AI] Generative AI Course for Middle-Aged Men https://x.gd/OVPz3 ★ Business Skills Learned from Professionals https://x.gd/Nl8FP ★ Challenge Videos https://x.gd/vhIfN #news #businessnews #Nikkei #BingeWatchingNews #NikkeiCommentary