- 对人工神经网路的理解
- 熟悉深度学习框架（Caffe、Torch 等）
- Python 程式设计经验
观众
- AI 研究人员
- 开发人员
Chainer 是一个基于 Python 的开源框架，旨在加速研究和实现神经网路模型。它为开发深度学习演算法提供了灵活、高效和简化的方法。
这种由讲师指导的现场培训（在线或现场）面向希望使用 Chainer 在 Python 中构建和训练神经网路，同时使代码易于调试的研究人员和开发人员。
在本次培训结束时，参与者将能够：
- 设置必要的开发环境以开始开发神经网路模型。
- 使用易于理解的原始程式码定义和实现神经网路模型。
- 执行范例并修改现有演算法以优化深度学习训练模型，同时利用 GPU 实现高性能。
课程形式
- 互动讲座和讨论。
- 大量的练习和练习。
- 在即时实验室环境中动手实施。
课程自定义选项
- 要申请本课程的定制培训，请联系我们进行安排。
介绍
- Chainer 与 Caffe 与 Torch
- Chainer 功能和元件概述
开始
- 了解训练器结构
- 安装 Chainer、CuPy 和 NumPy
- 在变数上定义函数
在 Chainer 中训练 Neural Networks
- 构造计算图
- 运行 MNIST 资料集示例
- 使用优化器更新参数
- 处理图像以评估结果
在 Chainer 中使用 GPU
- 实现递回神经网路
- 使用多个 GPU 进行并行化
实现其他神经网路模型
- 定义 RNN 模型和运行范例
- 使用 Deep Convolutional GAN 生成图像
- 运行 Reinforcement Learning 范例
故障排除
总结和结论
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