Course Code: caffe
Duration: 21 hours
Prerequisites:

沒有

Overview:

Caffe是一個深刻的學習框架,以表達,速度和模塊化為基礎。

本課程以MNIST為例,探討了Caffe作為圖像識別的深度學習框架的應用

聽眾

本課程適合有興趣使用Caffe作為框架的Deep Learning研究人員和工程師。

完成本課程後,代表們將能夠:

  • 了解Caffe的結構和部署機制
  • 執行安裝/生產環境/架構任務和配置
  • 評估代碼質量,執行調試,監控
  • 實施高級生產,如培訓模型,實施圖層和日誌記錄
Course Outline:

安裝

  • 碼頭工人
  • Ubuntu
  • RHEL / CentOS / Fedora 安裝
  • 窗戶

Caffe 概述

  • Nets、Layers 和 Blobs:Caffe 模型的剖析。
  • 前向/後向:分層組合模型的基本計算。
  • 損失:要學習的任務由損失定義。
  • 求解器:求解器協調模型優化。
  • 層目錄:層是建模和計算的基本單元 - Caffe 的目錄包括用於最先進模型的層。
  • 介面:命令行、Python 和 MATLAB Caffe。
  • 數據:如何為模型輸入的數據添加咖啡因。
  • 含咖啡因的捲積:Caffe 如何計算卷積。

新模型和新代碼

  • 使用快速 R-CNN 進行檢測
  • 使用 LSTM 的序列和使用 LRCN 的視覺 + 語言
  • 使用FCN進行圖元級預測
  • 框架設計與未來

例子:

  • MNIST
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