深度類神經計算及應用

Topic outline

• Select topic General

  General

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  • Select activity 公告

    

    公告 Forum
  • Select activity 智慧計算及應用 Intelligent Computation and Applications 系列課程簡介影片

    

    智慧計算及應用 Intelligent Computation and Applications 系列課程簡介影片 URL
• Select topic Topic 1

  Topic 1
  • Select activity 1.1 Neural Structure

    

    1.1 Neural Structure URL
  • Select activity 1.2 Adaptive Linear Neuron

    

    1.2 Adaptive Linear Neuron URL
  • Select activity 1.3 The Fundamental Neural Network

    

    1.3 The Fundamental Neural Network URL
  • Select activity 1.4 One Layer Neural Network

    

    1.4 One Layer Neural Network URL
  • Select activity 1.5 Multiple Layers Neural Network

    

    1.5 Multiple Layers Neural Network URL
• Select topic Topic 2

  Topic 2
  • Select activity 2.1 The Concept of Perceptron

    

    2.1 The Concept of Perceptron URL
  • Select activity 2.2 The Linear Separable Problem

    

    2.2 The Linear Separable Problem URL
  • Select activity 2.3 The OR Separable Problem

    

    2.3 The OR Separable Problem URL
  • Select activity 2.4 The Perceptron Learning Algorithm

    

    2.4 The Perceptron Learning Algorithm URL
• Select topic Topic 3

  Topic 3
  • Select activity 3.1 Taylor Expansion

    

    3.1 Taylor Expansion URL
  • Select activity 3.2 Performance Functions

    

    3.2 Performance Functions URL
  • Select activity 3.3 Steepest Descent Approach

    

    3.3 Steepest Descent Approach URL
  • Select activity 3.4 Convergent Learning

    

    3.4 Convergent Learning URL
• Select topic Topic 4

  Topic 4
  • Select activity 4.1 The Experimental Architecture ADALINE

    

    4.1 The Experimental Architecture ADALINE URL
  • Select activity 4.2 MSE Performance Function

    

    4.2 MSE Performance Function URL
  • Select activity 4.3 Approximate Steepest Descent

    

    4.3 Approximate Steepest Descent URL
  • Select activity 4.4 LMS Learning Algorithm

    

    4.4 LMS Learning Algorithm URL
  • Select activity 4.5 Experimental Testing

    

    4.5 Experimental Testing URL
• Select topic Topic 5

  Topic 5
  • Select activity 5.1 The Multi Layer Architecture for Backpropagation Learning

    

    5.1 The Multi Layer Architecture for Backpropagation Learning URL
  • Select activity 5.2 The Backpropagation Learning Algorithm

    

    5.2 The Backpropagation Learning Algorithm URL
  • Select activity 5.3 The Experimental Architecture – 2 3 2

    

    5.3 The Experimental Architecture – 2 3 2 URL
  • Select activity 5.4 The Application of Function Approximation

    

    5.4 The Application of Function Approximation URL
• Select topic Topic 6

  Topic 6
  • Select activity 6.1 Starting to Install Python

    

    6.1 Starting to Install Python URL
  • Select activity 6.2 Learning Data

    

    6.2 Learning Data URL
  • Select activity 6.3 LMS Learning Practice

    

    6.3 LMS Learning Practice URL
  • Select activity 6.4 Backpropagation Learning Practice

    

    6.4 Backpropagation Learning Practice URL
• Select topic Topic 7

  Topic 7
  • Select activity 7.1 Basic Concept of Convolution Neural Network

    

    7.1 Basic Concept of Convolution Neural Network URL
  • Select activity 7.2 Convolutioanl Operation

    

    7.2 Convolutioanl Operation URL
  • Select activity 7.3 ReLU Operation

    

    7.3 ReLU Operation URL
  • Select activity 7.4 Pooling Operation

    

    7.4 Pooling Operation URL
  • Select activity 7.5 Percetron Operation

    

    7.5 Percetron Operation URL
• Select topic Topic 8

  Topic 8
  • Select activity 8.1 Basic Concept of Recurrence Neural Network

    

    8.1 Basic Concept of Recurrence Neural Network URL
  • Select activity 8.2 Basic RNN Learning Algorithm

    

    8.2 Basic RNN Learning Algorithm URL
  • Select activity 8.3 More Concept of RNN Learning Algorithm

    

    8.3 More Concept of RNN Learning Algorithm URL
  • Select activity 8.4 Long Short Term Memory RNN

    

    8.4 Long Short Term Memory RNN URL
• Select topic Topic 9

  Topic 9
  • Select activity 9.1 從TensorFlow中取得MNIST資料集

    

    9.1 從TensorFlow中取得MNIST資料集 URL
  • Select activity 9.2 建立卷機神經網路模型

    

    9.2 建立卷機神經網路模型 URL
  • Select activity 9.3 卷機神經網路模型訓練

    

    9.3 卷機神經網路模型訓練 URL
  • Select activity 9.5 LSTM資料集與讀取資料

    

    9.5 LSTM資料集與讀取資料 URL
  • Select activity 9.6 產生訓練與驗證資料

    

    9.6 產生訓練與驗證資料 URL
  • Select activity 9.7 長短期記憶模型建立

    

    9.7 長短期記憶模型建立 URL
  • Select activity 9.8 長短期記憶模型驗證

    

    9.8 長短期記憶模型驗證 URL