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深度学习基础课程 DeelpLearningFoundationCourse

这是一门面向工程师的神经网络基础课程,使用 [Keras] (https://keras.io) 库

This is a deep learning foundation for engineers, I am using [Keras] (https://keras.io)

这个是第一版的视频PPT,第二版的视频链接以及PPT在2nd目录下。


视频链接:

[YouTube] (https://www.youtube.com/playlist?list=PLIobOLzK3NKhvLqsQE4YebFjTqSfcBYbY)

Class01

介绍使用的软件环境及其安装方式

Class02

深度学习和神经网络介绍

what is deeplearning and neural network

Class03

使用Keras构建一个最简单的神经网络

a simple neural network

Class04

损失函数与优化器

loss function and optimizer

Class05

使用Keras训练一个神经网络分类MNIST手写数字数据库以及什么是过拟合问题

How to Develop a CNN for MNIST Handwritten Digit Classification? What is overfit?

Class06

  1. 什么是卷积核?什么是图片的卷积运算?什么是最大池化? what is convolution kernel? what is convolution image processing? what is max-pooling?
  2. 使用卷积神经网络分类MNIST图片库 how to develop a convolutional neural network classifier using Keras library?

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