April 2020
Intermediate to advanced
552 pages
6h 13m
Japanese
Content preview from ゼロから作るDeep Learning ❸ ―フレームワーク編
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
ステップ58代表的なCNN（VGG16）
前ステップでは、Conv2dレイヤとpooling関数の実装ができました。ここでは、それらを使ってVGG16と呼ばれる有名なモデルを実装してみます。また学習済みの重みを使って、推論処理を行ってみます。
58.1 VGG16の実装
VGG[36]は、2014年のILSVRCというコンペティションで準優勝したモデルです。論文[36]では、モデルで使用するレイヤの数などによっていくつかバリエーションが提案されています。ここでは、その中の「VGG16」と呼ばれるモデルを実装します。そのネットワーク構成は、図58-1のようになります。
図58-1 VGG16のネットワーク構成（活性化関数のReLUは省略）
図58-1の「3x3 conv 64」とは、カーネルサイズが
で、出力のチャンネル数が64ということを意味します。また、「pool/2」は
のプーリング、「linear 4096」は出力サイズが4096の全結合層です。このVGG16の特徴としては、以下の点が挙げられます。 ...
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Read now
Unlock full access
More than 5,000 organizations count on O’Reilly
O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.