UD80 | 53A90FF54447A9B777A57A9EEE4340CF61079FD9

UD80

Name	UD80	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	3.6 GB
Total Files	188
Hash	53A90FF54447A9B777A57A9EEE4340CF61079FD9

/01 Welcome to the course/
001 Updates on Udemy Reviews.mp4	64.1 MB
002 What is Deep Learning.mp4	32.8 MB
003 BONUS Learning Paths.html	3.3 KB
004 Installing Python.mp4	21.4 MB
005 How to get the dataset.mp4	6.8 MB
006 BONUS Meet Your Instructors.html	2.1 KB
007 Some Additional Resources.html	1.5 KB
008 FAQBot.html	2.6 KB
/02 --------------------- Part 1 - Artificial Neural Networks ---------------------/
009 Welcome to Part 1 - Artificial Neural Networks.html	1.4 KB
/03 ANN Intuition/
010 Plan of Attack.mp4	5.0 MB
011 The Neuron.mp4	31.0 MB
012 The Activation Function.mp4	15.5 MB
013 How do Neural Networks work.mp4	24.7 MB
014 How do Neural Networks learn.mp4	27.8 MB
015 Gradient Descent.mp4	19.4 MB
016 Stochastic Gradient Descent.mp4	17.6 MB
017 Backpropagation.mp4	11.5 MB
/04 Building an ANN/
018 Prerequisites.html	2.2 KB
019 How to get the dataset.mp4	6.8 MB
020 Business Problem Description.mp4	17.2 MB
021 Installing Keras.html	2.3 KB
022 Building an ANN - Step 1.mp4	25.5 MB
023 Building an ANN - Step 2.mp4	48.1 MB
024 Building an ANN - Step 3.mp4	8.8 MB
025 Building an ANN - Step 4.mp4	6.2 MB
026 Building an ANN - Step 5.mp4	31.0 MB
027 Building an ANN - Step 6.mp4	7.4 MB
028 Building an ANN - Step 7.mp4	9.4 MB
029 Building an ANN - Step 8.mp4	19.1 MB
030 Building an ANN - Step 9.mp4	17.7 MB
031 Building an ANN - Step 10.mp4	18.3 MB
/05 Homework Challenge - Should we say goodbye to that customer/
032 Homework Instruction.html	1.5 KB
033 Homework Solution.mp4	39.5 MB
/06 Evaluating Improving and Tuning the ANN/
034 Evaluating the ANN.mp4	58.5 MB
035 Improving the ANN.mp4	20.8 MB
036 Tuning the ANN.mp4	53.2 MB
/07 Homework Challenge - Put me one step down on the podium/
037 Homework Instruction.html	1.3 KB
/08 -------------------- Part 2 - Convolutional Neural Networks --------------------/
038 Welcome to Part 2 - Convolutional Neural Networks.html	1.2 KB
/09 CNN Intuition/
039 What Youll Need for CNN.html	1.3 KB
040 Plan of attack.mp4	6.2 MB
041 What are convolutional neural networks.mp4	30.9 MB
042 Step 1 - Convolution Operation.mp4	32.5 MB
043 Step 1(b) - ReLU Layer.mp4	14.8 MB
044 Step 2 - Pooling.mp4	42.2 MB
045 Step 3 - Flattening.mp4	3.4 MB
046 Step 4 - Full Connection.mp4	44.8 MB
047 Summary.mp4	8.3 MB
048 Softmax Cross-Entropy.mp4	34.8 MB
/10 Building a CNN/
049 How to get the dataset.mp4	6.8 MB
050 Installing Keras.html	1.8 KB
051 Introduction to CNNs.mp4	8.2 MB
052 Building a CNN - Step 1.mp4	20.1 MB
053 Building a CNN - Step 2.mp4	6.1 MB
054 Building a CNN - Step 3.mp4	2.3 MB
055 Building a CNN - Step 4.mp4	28.5 MB
056 Building a CNN - Step 5.mp4	10.4 MB
057 Building a CNN - Step 6.mp4	10.2 MB
058 Building a CNN - Step 7.mp4	13.2 MB
059 Building a CNN - Step 8.mp4	7.1 MB
060 Building a CNN - Step 9.mp4	49.1 MB
061 Building a CNN - Step 10.mp4	21.5 MB
/11 Homework - Whats that pet/
062 Homework Instruction.html	1.7 KB
063 Homework Solution.mp4	42.9 MB
/12 Evaluating Improving and Tuning the CNN/
064 Homework Challenge - Get the gold medal.html	1.8 KB
065 Homework Challenge Solution - Get the gold medal.html	1.1 KB
/13 ---------------------- Part 3 - Recurrent Neural Networks ----------------------/
066 Welcome to Part 3 - Recurrent Neural Networks.html	1.9 KB
/14 RNN Intuition/
067 What Youll Need for RNN.html	1.2 KB
068 Plan of attack.mp4	4.4 MB
069 The idea behind Recurrent Neural Networks.mp4	39.1 MB
070 The Vanishing Gradient Problem.mp4	30.4 MB
071 LSTMs.mp4	48.2 MB
072 Practical intuition.mp4	55.4 MB
073 EXTRA LSTM Variations.mp4	7.7 MB
/15 Building a RNN/
074 How to get the dataset.mp4	6.8 MB
075 Installing Keras.html	1.8 KB
076 Building a RNN - Step 1.mp4	14.4 MB
077 Building a RNN - Step 2.mp4	16.3 MB
078 Building a RNN - Step 3.mp4	16.7 MB
079 Building a RNN - Step 4.mp4	38.9 MB
080 Building a RNN - Step 5.mp4	27.5 MB
081 Building a RNN - Step 6.mp4	7.1 MB
082 Building a RNN - Step 7.mp4	21.8 MB
083 Building a RNN - Step 8.mp4	14.1 MB
084 Building a RNN - Step 9.mp4	8.6 MB
085 Building a RNN - Step 10.mp4	12.0 MB
086 Building a RNN - Step 11.mp4	30.7 MB
087 Building a RNN - Step 12.mp4	14.1 MB
088 Building a RNN - Step 13.mp4	41.8 MB
089 Building a RNN - Step 14.mp4	22.6 MB
090 Building a RNN - Step 15.mp4	22.7 MB
/16 Evaluating Improving and Tuning the RNN/
091 Evaluating the RNN.html	2.6 KB
092 Improving the RNN.html	2.2 KB
093 Tuning the RNN.html	1.5 KB
/17 ------------------------ Part 4 - Self Organizing Maps ------------------------/
094 Welcome to Part 4 - Self Organizing Maps.html	1.2 KB
/18 SOMs Intuition/
095 Plan of attack.mp4	5.4 MB
096 How do Self-Organizing Maps Work.mp4	21.0 MB
097 Why revisit K-Means.mp4	4.2 MB
098 K-Means Clustering (Refresher).mp4	26.2 MB
099 How do Self-Organizing Maps Learn (Part 1).mp4	32.6 MB
100 How do Self-Organizing Maps Learn (Part 2).mp4	19.6 MB
101 Live SOM example.mp4	19.4 MB
102 Reading an Advanced SOM.mp4	64.9 MB
103 EXTRA K-means Clustering (part 2).mp4	12.9 MB
104 EXTRA K-means Clustering (part 3).mp4	22.9 MB
/19 Building a SOM/
105 How to get the dataset.mp4	6.8 MB
106 Building a SOM - Step 1.mp4	32.2 MB
107 Building a SOM - Step 2.mp4	20.4 MB
108 Building a SOM - Step 3.mp4	37.8 MB
109 Building a SOM - Step 4.mp4	30.1 MB
/20 Mega Case Study/
110 Mega Case Study - Step 1.mp4	5.7 MB
111 Mega Case Study - Step 2.mp4	14.0 MB
112 Mega Case Study - Step 3.mp4	51.6 MB
113 Mega Case Study - Step 4.mp4	32.3 MB
/21 ------------------------- Part 5 - Boltzmann Machines -------------------------/
114 Welcome to Part 5 - Boltzmann Machines.html	2.5 KB
/22 Boltzmann Machine Intuition/
115 Plan of attack.mp4	4.0 MB
116 Boltzmann Machine.mp4	33.5 MB
117 Energy-Based Models (EBM).mp4	19.4 MB
118 Editing Wikipedia - Our Contribution to the World.mp4	28.7 MB
119 Restricted Boltzmann Machine.mp4	41.2 MB
120 Contrastive Divergence.mp4	31.0 MB
121 Deep Belief Networks.mp4	13.2 MB
122 Deep Boltzmann Machines.mp4	6.1 MB
/23 Building a Boltzmann Machine/
123 How to get the dataset.mp4	6.8 MB
124 Installing PyTorch.html	2.3 KB
125 Building a Boltzmann Machine - Introduction.mp4	35.7 MB
126 Same Data Preprocessing in Parts 5 and 6.html	1.2 KB
127 Building a Boltzmann Machine - Step 1.mp4	31.9 MB
128 Building a Boltzmann Machine - Step 2.mp4	31.0 MB
129 Building a Boltzmann Machine - Step 3.mp4	27.2 MB
130 Building a Boltzmann Machine - Step 4.mp4	67.7 MB
131 Building a Boltzmann Machine - Step 5.mp4	16.2 MB
132 Building a Boltzmann Machine - Step 6.mp4	26.4 MB
133 Building a Boltzmann Machine - Step 7.mp4	32.7 MB
134 Building a Boltzmann Machine - Step 8.mp4	41.3 MB
135 Building a Boltzmann Machine - Step 9.mp4	21.4 MB
136 Building a Boltzmann Machine - Step 10.mp4	34.8 MB
137 Building a Boltzmann Machine - Step 11.mp4	23.5 MB
138 Building a Boltzmann Machine - Step 12.mp4	43.6 MB
139 Building a Boltzmann Machine - Step 13.mp4	61.4 MB
140 Building a Boltzmann Machine - Step 14.mp4	56.7 MB
141 Evaluating the Boltzmann Machine.html	5.4 KB
/24 ---------------------------- Part 6 - AutoEncoders ----------------------------/
142 Welcome to Part 6 - AutoEncoders.html	1.9 KB
/25 AutoEncoders Intuition/
143 Plan of attack.mp4	4.3 MB
144 Auto Encoders.mp4	29.6 MB
145 A Note on Biases.mp4	2.6 MB
146 Training an Auto Encoder.mp4	14.2 MB
147 Overcomplete hidden layers.mp4	8.0 MB
148 Sparse Autoencoders.mp4	14.7 MB
149 Denoising Autoencoders.mp4	6.0 MB
150 Contractive Autoencoders.mp4	5.5 MB
151 Stacked Autoencoders.mp4	4.7 MB
152 Deep Autoencoders.mp4	3.5 MB
/26 Building an AutoEncoder/
153 How to get the dataset.mp4	6.8 MB
154 Installing PyTorch.html	2.3 KB
155 Same Data Preprocessing in Parts 5 and 6.html	1.2 KB
156 Building an AutoEncoder - Step 1.mp4	38.5 MB
157 Building an AutoEncoder - Step 2.mp4	29.2 MB
158 Building an AutoEncoder - Step 3.mp4	21.1 MB
159 Homework Challenge - Coding Exercise.html	2.5 KB
160 Building an AutoEncoder - Step 4.mp4	52.0 MB
161 Building an AutoEncoder - Step 5.mp4	12.4 MB
162 Building an AutoEncoder - Step 6.mp4	54.7 MB
163 Building an AutoEncoder - Step 7.mp4	35.3 MB
164 Building an AutoEncoder - Step 8.mp4	35.5 MB
165 Building an AutoEncoder - Step 9.mp4	33.1 MB
166 Building an AutoEncoder - Step 10.mp4	11.8 MB
167 Building an AutoEncoder - Step 11.mp4	29.7 MB
168 THANK YOU bonus video.mp4	54.8 MB
/27 ------------------- Annex - Get the Machine Learning Basics -------------------/
169 Annex - Get the Machine Learning Basics.html	1.8 KB
/28 Regression Classification Intuition/
170 What You Need for Regression Classification.html	1.5 KB
171 Simple Linear Regression Intuition - Step 1.mp4	9.9 MB
172 Simple Linear Regression Intuition - Step 2.mp4	5.6 MB
173 Multiple Linear Regression Intuition.mp4	1.9 MB
174 Logistic Regression Intuition.mp4	30.6 MB
/29 Data Preprocessing Template/
175 Data Preprocessing - Step 1.mp4	13.9 MB
176 Data Preprocessing - Step 2.mp4	16.6 MB
177 Data Preprocessing - Step 3.mp4	22.8 MB
178 Data Preprocessing - Step 4.mp4	30.4 MB
179 Data Preprocessing - Step 5.mp4	24.0 MB
180 Data Preprocessing - Step 6.mp4	23.9 MB
181 Data Preprocessing Template.mp4	8.5 MB
/30 Classification Template/
182 Logistic Regression Implementation - Step 1.mp4	12.8 MB
183 Logistic Regression Implementation - Step 2.mp4	8.5 MB
184 Logistic Regression Implementation - Step 3.mp4	6.2 MB
185 Logistic Regression Implementation - Step 4.mp4	10.1 MB
186 Logistic Regression Implementation - Step 5.mp4	44.5 MB
187 Classification Template.mp4	12.3 MB
/31 Bonus Lectures/
188 YOUR SPECIAL BONUS.html	4.0 KB
Total files 188