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文档列表

01 Welcome to the course/001 What is Deep Learning.mp4 32.8 MB
01 Welcome to the course/002 Installing Python.mp4 21.4 MB
01 Welcome to the course/003 How to get the dataset.mp4 6.8 MB
01 Welcome to the course/004 BONUS Meet Your Instructors.html 1.5 kB
02 --------------------- Part 1 - Artificial Neural Networks ---------------------/005 Welcome to Part 1 - Artificial Neural Networks.html 870 Bytes
03 ANN Intuition/006 Plan of Attack.mp4 5.0 MB
03 ANN Intuition/007 The Neuron.mp4 31.0 MB
03 ANN Intuition/008 The Activation Function.mp4 15.5 MB
03 ANN Intuition/009 How do Neural Networks work.mp4 24.7 MB
03 ANN Intuition/010 How do Neural Networks learn.mp4 27.8 MB
03 ANN Intuition/011 Gradient Descent.mp4 19.4 MB
03 ANN Intuition/012 Stochastic Gradient Descent.mp4 17.6 MB
03 ANN Intuition/013 Backpropagation.mp4 11.5 MB
04 Building an ANN/014 Prerequisites.html 1.8 kB
04 Building an ANN/015 How to get the dataset.mp4 6.8 MB
04 Building an ANN/016 Business Problem Description.mp4 17.2 MB
04 Building an ANN/017 Building an ANN - Step 1.mp4 25.5 MB
04 Building an ANN/018 Building an ANN - Step 2.mp4 48.1 MB
04 Building an ANN/019 Building an ANN - Step 3.mp4 8.8 MB
04 Building an ANN/020 Building an ANN - Step 4.mp4 6.2 MB
04 Building an ANN/021 Building an ANN - Step 5.mp4 31.0 MB
04 Building an ANN/022 Building an ANN - Step 6.mp4 7.4 MB
04 Building an ANN/023 Building an ANN - Step 7.mp4 9.4 MB
04 Building an ANN/024 Building an ANN - Step 8.mp4 19.1 MB
04 Building an ANN/025 Building an ANN - Step 9.mp4 17.7 MB
04 Building an ANN/026 Building an ANN - Step 10.mp4 18.3 MB
05 Homework Challenge - Should we say goodbye to that customer/027 Homework Instruction.html 972 Bytes
05 Homework Challenge - Should we say goodbye to that customer/028 Homework Solution.mp4 39.5 MB
06 Evaluating Improving and Tuning the ANN/029 Evaluating the ANN.mp4 58.5 MB
06 Evaluating Improving and Tuning the ANN/030 Improving the ANN.mp4 20.8 MB
06 Evaluating Improving and Tuning the ANN/031 Tuning the ANN.mp4 53.2 MB
07 Homework Challenge - Put me one step down on the podium/032 Homework Instruction.html 716 Bytes
08 -------------------- Part 2 - Convolutional Neural Networks --------------------/033 Welcome to Part 2 - Convolutional Neural Networks.html 705 Bytes
09 CNN Intuition/034 Plan of attack.mp4 6.2 MB
09 CNN Intuition/035 What are convolutional neural networks.mp4 30.9 MB
09 CNN Intuition/036 Step 1 - Convolution Operation.mp4 32.5 MB
09 CNN Intuition/037 Step 1b - ReLU Layer.mp4 14.8 MB
09 CNN Intuition/038 Step 2 - Pooling.mp4 42.2 MB
09 CNN Intuition/039 Step 3 - Flattening.mp4 3.4 MB
09 CNN Intuition/040 Step 4 - Full Connection.mp4 44.8 MB
09 CNN Intuition/041 Summary.mp4 8.3 MB
09 CNN Intuition/042 Softmax Cross-Entropy.mp4 34.8 MB
10 Building a CNN/043 How to get the dataset.mp4 6.8 MB
10 Building a CNN/044 Introduction to CNNs.mp4 8.2 MB
10 Building a CNN/045 Building a CNN - Step 1.mp4 20.1 MB
10 Building a CNN/046 Building a CNN - Step 2.mp4 6.1 MB
10 Building a CNN/047 Building a CNN - Step 3.mp4 2.3 MB
10 Building a CNN/048 Building a CNN - Step 4.mp4 28.5 MB
10 Building a CNN/049 Building a CNN - Step 5.mp4 10.4 MB
10 Building a CNN/050 Building a CNN - Step 6.mp4 10.2 MB
10 Building a CNN/051 Building a CNN - Step 7.mp4 13.2 MB
10 Building a CNN/052 Building a CNN - Step 8.mp4 7.1 MB
10 Building a CNN/053 Building a CNN - Step 9.mp4 49.1 MB
10 Building a CNN/054 Building a CNN - Step 10.mp4 21.5 MB
11 Homework - Whats that pet/055 Homework Instruction.html 1.1 kB
11 Homework - Whats that pet/056 Homework Solution.mp4 42.9 MB
12 Evaluating Improving and Tuning the CNN/057 Homework Challenge - Get the gold medal.html 1.2 kB
12 Evaluating Improving and Tuning the CNN/058 Homework Challenge Solution - Get the gold medal.html 503 Bytes
13 ---------------------- Part 3 - Recurrent Neural Networks ----------------------/059 Welcome to Part 3 - Recurrent Neural Networks.html 1.4 kB
14 RNN Intuition/060 Plan of attack.mp4 4.4 MB
14 RNN Intuition/061 The idea behind Recurrent Neural Networks.mp4 39.1 MB
14 RNN Intuition/062 The Vanishing Gradient Problem.mp4 30.4 MB
14 RNN Intuition/063 LSTMs.mp4 48.2 MB
14 RNN Intuition/064 Practical intuition.mp4 55.4 MB
14 RNN Intuition/065 EXTRA LSTM Variations.mp4 7.7 MB
15 Building a RNN/066 Ethical Disclosure.mp4 19.2 MB
15 Building a RNN/067 How to get the dataset.mp4 6.8 MB
15 Building a RNN/068 Building a RNN - Step 1.mp4 31.8 MB
15 Building a RNN/069 Building a RNN - Step 2.mp4 8.4 MB
15 Building a RNN/070 Building a RNN - Step 3.mp4 9.6 MB
15 Building a RNN/071 Building a RNN - Step 4.mp4 12.6 MB
15 Building a RNN/072 Building a RNN - Step 5.mp4 7.2 MB
15 Building a RNN/073 Building a RNN - Step 6.mp4 11.7 MB
15 Building a RNN/074 Building a RNN - Step 7.mp4 4.4 MB
15 Building a RNN/075 Building a RNN - Step 8.mp4 8.1 MB
15 Building a RNN/076 Building a RNN - Step 9.mp4 8.3 MB
15 Building a RNN/077 Building a RNN - Step 10.mp4 7.0 MB
15 Building a RNN/078 Building a RNN - Step 11.mp4 19.9 MB
15 Building a RNN/079 Building a RNN - Step 12.mp4 19.1 MB
15 Building a RNN/080 Summary Next Steps.html 2.4 kB
16 Homework Challenge - Google Stock Price Prediction/081 Homework Instruction.html 686 Bytes
16 Homework Challenge - Google Stock Price Prediction/082 Homework Solution.mp4 15.7 MB
17 Evaluating Improving and Tuning the RNN/083 Evaluating the RNN.mp4 13.8 MB
17 Evaluating Improving and Tuning the RNN/084 Improving and Tuning the RNN - Homework Challenge.html 2.4 kB
17 Evaluating Improving and Tuning the RNN/085 Improving and Tuning the RNN - Solution.html 2.9 kB
17 Evaluating Improving and Tuning the RNN/attached_files/085 Improving and Tuning the RNN - Solution/Homework-Challenge.zip 681.0 kB
18 ------------------------ Part 4 - Self Organizing Maps ------------------------/086 Welcome to Part 4 - Self Organizing Maps.html 676 Bytes
19 SOMs Intuition/087 Plan of attack.mp4 5.4 MB
19 SOMs Intuition/088 How do Self-Organizing Maps Work.mp4 21.0 MB
19 SOMs Intuition/089 Why revisit K-Means.mp4 4.2 MB
19 SOMs Intuition/090 K-Means Clustering Refresher.mp4 26.2 MB
19 SOMs Intuition/091 How do Self-Organizing Maps Learn Part 1.mp4 32.6 MB
19 SOMs Intuition/092 How do Self-Organizing Maps Learn Part 2.mp4 19.6 MB
19 SOMs Intuition/093 Live SOM example.mp4 19.4 MB
19 SOMs Intuition/094 Reading an Advanced SOM.mp4 64.9 MB
19 SOMs Intuition/095 EXTRA K-means Clustering part 2.mp4 12.9 MB
19 SOMs Intuition/096 EXTRA K-means Clustering part 3.mp4 22.9 MB
20 Building a SOM/097 How to get the dataset.mp4 6.8 MB
20 Building a SOM/098 Building a SOM - Step 1.mp4 32.2 MB
20 Building a SOM/099 Building a SOM - Step 2.mp4 20.4 MB
20 Building a SOM/100 Building a SOM - Step 3.mp4 37.8 MB
20 Building a SOM/101 Building a SOM - Step 4.mp4 30.1 MB
21 Mega Case Study/102 Mega Case Study - Step 1.mp4 5.7 MB
21 Mega Case Study/103 Mega Case Study - Step 2.mp4 14.0 MB
21 Mega Case Study/104 Mega Case Study - Step 3.mp4 51.6 MB
21 Mega Case Study/105 Mega Case Study - Step 4.mp4 32.3 MB
22 ------------------------- Part 5 - Boltzmann Machines -------------------------/106 Welcome to Part 5 - Boltzmann Machines.html 1.3 kB
23 Boltzmann Machine Intuition/107 Plan of attack.mp4 4.0 MB
23 Boltzmann Machine Intuition/108 Boltzmann Machine.mp4 33.5 MB
23 Boltzmann Machine Intuition/109 Energy-Based Models EBM.mp4 19.4 MB
23 Boltzmann Machine Intuition/110 Editing Wikipedia - Our Contribution to the World.mp4 28.7 MB
23 Boltzmann Machine Intuition/111 Restricted Boltzmann Machine.mp4 41.2 MB
23 Boltzmann Machine Intuition/112 Contrastive Divergence.mp4 31.0 MB
23 Boltzmann Machine Intuition/113 Deep Belief Networks.mp4 13.2 MB
23 Boltzmann Machine Intuition/114 Deep Boltzmann Machines.mp4 6.1 MB
24 Building a Boltzmann Machine/115 How to get the dataset.mp4 6.8 MB
24 Building a Boltzmann Machine/116 Installing Ubuntu on Windows.mp4 58.0 MB
24 Building a Boltzmann Machine/117 Installing PyTorch.mp4 6.0 MB
24 Building a Boltzmann Machine/118 Building a Boltzmann Machine - Introduction.mp4 35.7 MB
24 Building a Boltzmann Machine/119 Same Data Preprocessing in Parts 5 and 6.html 659 Bytes
24 Building a Boltzmann Machine/120 Building a Boltzmann Machine - Step 1.mp4 31.9 MB
24 Building a Boltzmann Machine/121 Building a Boltzmann Machine - Step 2.mp4 31.0 MB
24 Building a Boltzmann Machine/122 Building a Boltzmann Machine - Step 3.mp4 27.2 MB
24 Building a Boltzmann Machine/123 Building a Boltzmann Machine - Step 4.mp4 67.7 MB
24 Building a Boltzmann Machine/124 Building a Boltzmann Machine - Step 5.mp4 16.2 MB
24 Building a Boltzmann Machine/125 Building a Boltzmann Machine - Step 6.mp4 26.4 MB
24 Building a Boltzmann Machine/126 Building a Boltzmann Machine - Step 7.mp4 32.7 MB
24 Building a Boltzmann Machine/127 Building a Boltzmann Machine - Step 8.mp4 41.3 MB
24 Building a Boltzmann Machine/128 Building a Boltzmann Machine - Step 9.mp4 21.4 MB
24 Building a Boltzmann Machine/129 Building a Boltzmann Machine - Step 10.mp4 34.8 MB
24 Building a Boltzmann Machine/130 Building a Boltzmann Machine - Step 11.mp4 23.5 MB
24 Building a Boltzmann Machine/131 Building a Boltzmann Machine - Step 12.mp4 43.6 MB
24 Building a Boltzmann Machine/132 Building a Boltzmann Machine - Step 13.mp4 61.4 MB
24 Building a Boltzmann Machine/133 Building a Boltzmann Machine - Step 14.mp4 56.7 MB
25 ---------------------------- Part 6 - AutoEncoders ----------------------------/134 Welcome to Part 6 - AutoEncoders.html 900 Bytes
26 AutoEncoders Intuition/135 Plan of attack.mp4 4.3 MB
26 AutoEncoders Intuition/136 Auto Encoders.mp4 29.6 MB
26 AutoEncoders Intuition/137 A Note on Biases.mp4 2.6 MB
26 AutoEncoders Intuition/138 Training an Auto Encoder.mp4 14.2 MB
26 AutoEncoders Intuition/139 Overcomplete hidden layers.mp4 8.0 MB
26 AutoEncoders Intuition/140 Sparse Autoencoders.mp4 14.7 MB
26 AutoEncoders Intuition/141 Denoising Autoencoders.mp4 6.0 MB
26 AutoEncoders Intuition/142 Contractive Autoencoders.mp4 5.5 MB
26 AutoEncoders Intuition/143 Stacked Autoencoders.mp4 4.7 MB
26 AutoEncoders Intuition/144 Deep Autoencoders.mp4 3.5 MB
27 Building an AutoEncoder/145 How to get the dataset.mp4 6.8 MB
27 Building an AutoEncoder/146 Installing Ubuntu on Windows.mp4 58.0 MB
27 Building an AutoEncoder/147 Installing PyTorch.mp4 6.0 MB
27 Building an AutoEncoder/148 Same Data Preprocessing in Parts 5 and 6.html 658 Bytes
27 Building an AutoEncoder/149 Building an AutoEncoder - Step 1.mp4 38.5 MB
27 Building an AutoEncoder/150 Building an AutoEncoder - Step 2.mp4 29.2 MB
27 Building an AutoEncoder/151 Building an AutoEncoder - Step 3.mp4 21.1 MB
27 Building an AutoEncoder/152 Homework Challenge - Coding Exercise.html 1.9 kB
27 Building an AutoEncoder/153 Building an AutoEncoder - Step 4.mp4 52.0 MB
27 Building an AutoEncoder/154 Building an AutoEncoder - Step 5.mp4 12.4 MB
27 Building an AutoEncoder/155 Building an AutoEncoder - Step 6.mp4 54.7 MB
27 Building an AutoEncoder/156 Building an AutoEncoder - Step 7.mp4 35.3 MB
27 Building an AutoEncoder/157 Building an AutoEncoder - Step 8.mp4 35.5 MB
27 Building an AutoEncoder/158 Building an AutoEncoder - Step 9.mp4 33.1 MB
27 Building an AutoEncoder/159 Building an AutoEncoder - Step 10.mp4 11.8 MB
27 Building an AutoEncoder/160 Building an AutoEncoder - Step 11.mp4 29.7 MB
28 ------------------- Annex - Get the Machine Learning Basics -------------------/161 Annex - Get the Machine Learning Basics.html 1.2 kB
29 Regression Classification Intuition/162 Simple Linear Regression Intuition - Step 1.mp4 9.9 MB
29 Regression Classification Intuition/163 Simple Linear Regression Intuition - Step 2.mp4 5.6 MB
29 Regression Classification Intuition/164 Multiple Linear Regression Intuition.mp4 1.9 MB
29 Regression Classification Intuition/165 Logistic Regression Intuition.mp4 30.6 MB
30 Data Preprocessing Template/166 Data Preprocessing - Step 1.mp4 13.9 MB
30 Data Preprocessing Template/167 Data Preprocessing - Step 2.mp4 16.6 MB
30 Data Preprocessing Template/168 Data Preprocessing - Step 3.mp4 22.8 MB
30 Data Preprocessing Template/169 Data Preprocessing - Step 4.mp4 30.4 MB
30 Data Preprocessing Template/170 Data Preprocessing - Step 5.mp4 24.0 MB
30 Data Preprocessing Template/171 Data Preprocessing - Step 6.mp4 23.9 MB
30 Data Preprocessing Template/172 Data Preprocessing Template.mp4 8.5 MB
31 Classification Template/173 Logistic Regression Implementation - Step 1.mp4 12.8 MB
31 Classification Template/174 Logistic Regression Implementation - Step 2.mp4 8.5 MB
31 Classification Template/175 Logistic Regression Implementation - Step 3.mp4 6.2 MB
31 Classification Template/176 Logistic Regression Implementation - Step 4.mp4 10.1 MB
31 Classification Template/177 Logistic Regression Implementation - Step 5.mp4 44.5 MB
31 Classification Template/178 Classification Template.mp4 12.3 MB
32 Bonus Lectures/179 YOUR SPECIAL BONUS.html 3.4 kB
Freetutorials.us.url 119 Bytes
[FreeTutorials.us].txt 75 Bytes

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