Course Code: chainer
Duration: 14 hours
Prerequisites:
  • 對人工神經網路的理解
  • 熟悉深度學習框架(Caffe、Torch 等)
  • Python 程式設計經驗

觀眾

  • AI 研究人員
  • 開發人員
Overview:

Chainer 是一個基於 Python 的開源框架,旨在加速研究和實現神經網路模型。它為開發深度學習演算法提供了靈活、高效和簡化的方法。

這種由講師指導的現場培訓(在線或現場)面向希望使用 Chainer 在 Python 中構建和訓練神經網路,同時使代碼易於調試的研究人員和開發人員。

在本次培訓結束時,參與者將能夠:

  • 設置必要的開發環境以開始開發神經網路模型。
  • 使用易於理解的原始程式碼定義和實現神經網路模型。
  • 執行範例並修改現有演算法以優化深度學習訓練模型,同時利用 GPU 實現高性能。

課程形式

  • 互動講座和討論。
  • 大量的練習和練習。
  • 在即時實驗室環境中動手實施。

課程自定義選項

  • 要申請本課程的定製培訓,請聯繫我們進行安排。
Course Outline:

介紹

  • Chainer 與 Caffe 與 Torch
  • Chainer 功能和元件概述

開始

  • 了解訓練器結構
  • 安裝 Chainer、CuPy 和 NumPy
  • 在變數上定義函數

在 Chainer 中訓練 Neural Networks

  • 構造計算圖
  • 運行 MNIST 資料集示例
  • 使用優化器更新參數
  • 處理圖像以評估結果

在 Chainer 中使用 GPU

  • 實現遞迴神經網路
  • 使用多個 GPU 進行並行化

實現其他神經網路模型

  • 定義 RNN 模型和運行範例
  • 使用 Deep Convolutional GAN 生成圖像
  • 運行 Reinforcement Learning 範例

故障排除

總結和結論

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