Udemy - Deep Learning A-Z™: Hands-On Artificial Neural Networks

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  • TypeTutorials
  • LanguageEnglish
  • Total size3.3 GB
  • Uploaded Byfcs0310
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  • Last checkedJun. 13th '18
  • Date uploadedFeb. 20th '18
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Udemy - Deep Learning A-Z™: Hands-On Artificial Neural Networks

Artificial intelligence is growing exponentially. There is no doubt about that. Self-driving cars are clocking up millions of miles, IBM Watson is diagnosing patients better than armies of doctors and Google Deepmind's AlphaGo beat the World champion at Go - a game where intuition plays a key role.

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Files:

[FreeCourseSite.com] Udemy - Deep Learning A-Z™ Hands-On Artificial Neural Networks 01 Welcome to the course
  • 001 What is Deep Learning.mp4 (31.3 MB)
  • 002 Installing Python.mp4 (20.4 MB)
  • 003 How to get the dataset.mp4 (6.5 MB)
  • 004 BONUS Meet Your Instructors.html (1.5 KB)
02 --------------------- Part 1 - Artificial Neural Networks ---------------------
  • 005 Welcome to Part 1 - Artificial Neural Networks.html (0.8 KB)
03 ANN Intuition
  • 006 Plan of Attack.mp4 (4.7 MB)
  • 007 The Neuron.mp4 (29.6 MB)
  • 008 The Activation Function.mp4 (14.8 MB)
  • 009 How do Neural Networks work.mp4 (23.5 MB)
  • 010 How do Neural Networks learn.mp4 (26.6 MB)
  • 011 Gradient Descent.mp4 (18.5 MB)
  • 012 Stochastic Gradient Descent.mp4 (16.8 MB)
  • 013 Backpropagation.mp4 (10.9 MB)
04 Building an ANN
  • 014 Prerequisites.html (1.7 KB)
  • 015 How to get the dataset.mp4 (6.5 MB)
  • 016 Business Problem Description.mp4 (16.4 MB)
  • 017 Building an ANN - Step 1.mp4 (24.3 MB)
  • 018 Building an ANN - Step 2.mp4 (45.9 MB)
  • 019 Building an ANN - Step 3.mp4 (8.4 MB)
  • 020 Building an ANN - Step 4.mp4 (6.0 MB)
  • 021 Building an ANN - Step 5.mp4 (29.6 MB)
  • 022 Building an ANN - Step 6.mp4 (7.1 MB)
  • 023 Building an ANN - Step 7.mp4 (9.0 MB)
  • 024 Building an ANN - Step 8.mp4 (18.2 MB)
  • 025 Building an ANN - Step 9.mp4 (16.9 MB)
  • 026 Building an ANN - Step 10.mp4 (17.4 MB)
05 Homework Challenge - Should we say goodbye to that customer
  • 027 Homework Instruction.html (0.9 KB)
  • 028 Homework Solution.mp4 (37.6 MB)
06 Evaluating Improving and Tuning the ANN
  • 029 Evaluating the ANN.mp4 (55.8 MB)
  • 030 Improving the ANN.mp4 (19.8 MB)
  • 031 Tuning the ANN.mp4 (50.8 MB)
07 Homework Challenge - Put me one step down on the podium
  • 032 Homework Instruction.html (0.7 KB)
08 -------------------- Part 2 - Convolutional Neural Networks --------------------
  • 033 Welcome to Part 2 - Convolutional Neural Networks.html (0.7 KB)
09 CNN Intuition
  • 034 Plan of attack.mp4 (5.9 MB)
  • 035 What are convolutional neural networks.mp4 (29.5 MB)
  • 036 Step 1 - Convolution Operation.mp4 (31.0 MB)
  • 037 Step 1b - ReLU Layer.mp4 (14.1 MB)
  • 038 Step 2 - Pooling.mp4 (40.2 MB)
  • 039 Step 3 - Flattening.mp4 (3.3 MB)
  • 040 Step 4 - Full Connection.mp4 (42.7 MB)
  • 041 Summary.mp4 (7.9 MB)
  • 042 Softmax Cross-Entropy.mp4 (33.2 MB)
10 Building a CNN
  • 043 How to get the dataset.mp4 (6.5 MB)
  • 044 Introduction to CNNs.mp4 (7.8 MB)
  • 045 Building a CNN - Step 1.mp4 (19.2 MB)
  • 046 Building a CNN - Step 2.mp4 (5.9 MB)
  • 047 Building a CNN - Step 3.mp4 (2.2 MB)
  • 048 Building a CNN - Step 4.mp4 (27.2 MB)
  • 049 Building a CNN - Step 5.mp4 (9.9 MB)
  • 050 Building a CNN - Step 6.mp4 (9.7 MB)
  • 051 Building a CNN - Step 7.mp4 (12.6 MB)
  • 052 Building a CNN - Step 8.mp4 (6.8 MB)
  • 053 Building a CNN - Step 9.mp4 (46.9 MB)
  • 054 Building a CNN - Step 10.mp4 (20.5 MB)
11 Homework - Whats that pet
  • 055 Homework Instruction.html (1.1 KB)
  • 056 Homework Solution.mp4 (41.0 MB)
12 Evaluating Improving and Tuning the CNN
  • 057 Homework Challenge - Get the gold medal.html (1.2 KB)
  • 058 Homework Challenge Solution - Get the gold medal.html (0.5 KB)
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 (4.2 MB)
  • 061 The idea behind Recurrent Neural Networks.mp4 (37.3 MB)
  • 062 The Vanishing Gradient Problem.mp4 (29.0 MB)
  • 063 LSTMs.mp4 (46.0 MB)
  • 064 Practical intuition.mp4 (52.8 MB)
  • 065 EXTRA LSTM Variations.mp4 (7.3 MB)
15 Building a RNN
  • 066 Ethical Disclosure.mp4 (18.3 MB)
  • 067 How to get the dataset.mp4 (6.5 MB)
  • 068 Building a RNN - Step 1.mp4 (30.3 MB)
  • 069 Building a RNN - Step 2.mp4 (8.0 MB)
  • 070 Building a RNN - Step 3.mp4 (9.1 MB)
  • 071 Building a RNN - Step 4.mp4 (12.0 MB)
  • 072 Building a RNN - Step 5.mp4 (6.9 MB)
  • 073 Building a RNN - Step 6.mp4 (11.2 MB)
  • 074 Building a RNN - Step 7.mp4 (4.2 MB)
  • 075 Building a RNN - Step 8.mp4 (7.7 MB)
  • 076 Building a RNN - Step 9.mp4 (7.9 MB)
  • 077 Building a RNN - Step 10.mp4 (6.7 MB)
  • 078 Building a RNN - Step 11.mp4 (19.0 MB)
  • 079 Building a RNN - Step 12.mp4 (18.2 MB)
  • 080 Summary Next Steps.html (2.4 KB)
16 Homework Challenge - Google Stock Price Prediction
  • 081 Homework Instruction.html (0.7 KB)
  • 082 Homework Solution.mp4 (15.0 MB)
17 Evaluating Improving and Tuning the RNN
  • 083 Evaluating the RNN.mp4 (13.2 MB)
  • 084 Improving and Tuning the RNN - Homework Challenge.html (2.3 KB)
  • 085 Improving and Tuning the RNN - Solution.html (2.9 KB)
    • attached_files 085 Improving and Tuning the RNN - Solution
    • Homework-Challenge.zip (665.1 KB)
    18 ------------------------ Part 4 - Self Organizing Maps ------------------------
    • 086 Welcome to Part 4 - Self Organizing Maps.html (0.7 KB)
    19 SOMs Intuition
    • 087 Plan of attack.mp4 (5.2 MB)
    • 088 How do Self-Organizing Maps Work.mp4 (20.0 MB)
    • 089 Why revisit K-Means.mp4 (4.0 MB)
    • 090 K-Means Clustering Refresher.mp4 (25.0 MB)

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