Filename Size 01 Welcome to the course/001 What is Deep Learning.mp4 31.3 MB 01 Welcome to the course/002 Installing Python.mp4 20.4 MB 01 Welcome to the course/003 How to get the dataset.mp4 6.5 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 B 03 ANN Intuition/006 Plan of Attack.mp4 4.7 MB 03 ANN Intuition/007 The Neuron.mp4 29.6 MB 03 ANN Intuition/008 The Activation Function.mp4 14.8 MB 03 ANN Intuition/009 How do Neural Networks work.mp4 23.5 MB 03 ANN Intuition/010 How do Neural Networks learn.mp4 26.6 MB 03 ANN Intuition/011 Gradient Descent.mp4 18.5 MB 03 ANN Intuition/012 Stochastic Gradient Descent.mp4 16.8 MB 03 ANN Intuition/013 Backpropagation.mp4 10.9 MB 04 Building an ANN/014 Prerequisites.html 1.7 KB 04 Building an ANN/015 How to get the dataset.mp4 6.5 MB 04 Building an ANN/016 Business Problem Description.mp4 16.4 MB 04 Building an ANN/017 Building an ANN - Step 1.mp4 24.3 MB 04 Building an ANN/018 Building an ANN - Step 2.mp4 45.9 MB 04 Building an ANN/019 Building an ANN - Step 3.mp4 8.4 MB 04 Building an ANN/020 Building an ANN - Step 4.mp4 6 MB 04 Building an ANN/021 Building an ANN - Step 5.mp4 29.6 MB 04 Building an ANN/022 Building an ANN - Step 6.mp4 7.1 MB 04 Building an ANN/023 Building an ANN - Step 7.mp4 9 MB 04 Building an ANN/024 Building an ANN - Step 8.mp4 18.2 MB 04 Building an ANN/025 Building an ANN - Step 9.mp4 16.9 MB 04 Building an ANN/026 Building an ANN - Step 10.mp4 17.4 MB 05 Homework Challenge - Should we say goodbye to that customer/027 Homework Instruction.html 972 B 05 Homework Challenge - Should we say goodbye to that customer/028 Homework Solution.mp4 37.6 MB 06 Evaluating Improving and Tuning the ANN/029 Evaluating the ANN.mp4 55.8 MB 06 Evaluating Improving and Tuning the ANN/030 Improving the ANN.mp4 19.8 MB 06 Evaluating Improving and Tuning the ANN/031 Tuning the ANN.mp4 50.8 MB 07 Homework Challenge - Put me one step down on the podium/032 Homework Instruction.html 716 B 08 -------------------- Part 2 - Convolutional Neural Networks --------------------/033 Welcome to Part 2 - Convolutional Neural Networks.html 705 B 09 CNN Intuition/034 Plan of attack.mp4 5.9 MB 09 CNN Intuition/035 What are convolutional neural networks.mp4 29.5 MB 09 CNN Intuition/036 Step 1 - Convolution Operation.mp4 31 MB 09 CNN Intuition/037 Step 1b - ReLU Layer.mp4 14.1 MB 09 CNN Intuition/038 Step 2 - Pooling.mp4 40.2 MB 09 CNN Intuition/039 Step 3 - Flattening.mp4 3.3 MB 09 CNN Intuition/040 Step 4 - Full Connection.mp4 42.7 MB 09 CNN Intuition/041 Summary.mp4 7.9 MB 09 CNN Intuition/042 Softmax Cross-Entropy.mp4 33.2 MB 10 Building a CNN/043 How to get the dataset.mp4 6.5 MB 10 Building a CNN/044 Introduction to CNNs.mp4 7.8 MB 10 Building a CNN/045 Building a CNN - Step 1.mp4 19.2 MB 10 Building a CNN/046 Building a CNN - Step 2.mp4 5.9 MB 10 Building a CNN/047 Building a CNN - Step 3.mp4 2.2 MB 10 Building a CNN/048 Building a CNN - Step 4.mp4 27.2 MB 10 Building a CNN/049 Building a CNN - Step 5.mp4 9.9 MB 10 Building a CNN/050 Building a CNN - Step 6.mp4 9.7 MB 10 Building a CNN/051 Building a CNN - Step 7.mp4 12.6 MB 10 Building a CNN/052 Building a CNN - Step 8.mp4 6.8 MB 10 Building a CNN/053 Building a CNN - Step 9.mp4 46.9 MB 10 Building a CNN/054 Building a CNN - Step 10.mp4 20.5 MB 11 Homework - Whats that pet/055 Homework Instruction.html 1.1 KB 11 Homework - Whats that pet/056 Homework Solution.mp4 41 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 B 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 14 RNN Intuition/061 The idea behind Recurrent Neural Networks.mp4 37.3 MB 14 RNN Intuition/062 The Vanishing Gradient Problem.mp4 29 MB 14 RNN Intuition/063 LSTMs.mp4 46 MB 14 RNN Intuition/064 Practical intuition.mp4 52.8 MB 14 RNN Intuition/065 EXTRA LSTM Variations.mp4 7.3 MB 15 Building a RNN/066 Ethical Disclosure.mp4 18.3 MB 15 Building a RNN/067 How to get the dataset.mp4 6.5 MB 15 Building a RNN/068 Building a RNN - Step 1.mp4 30.3 MB 15 Building a RNN/069 Building a RNN - Step 2.mp4 8 MB 15 Building a RNN/070 Building a RNN - Step 3.mp4 9.1 MB 15 Building a RNN/071 Building a RNN - Step 4.mp4 12 MB 15 Building a RNN/072 Building a RNN - Step 5.mp4 6.9 MB 15 Building a RNN/073 Building a RNN - Step 6.mp4 11.2 MB 15 Building a RNN/074 Building a RNN - Step 7.mp4 4.2 MB 15 Building a RNN/075 Building a RNN - Step 8.mp4 7.7 MB 15 Building a RNN/076 Building a RNN - Step 9.mp4 7.9 MB 15 Building a RNN/077 Building a RNN - Step 10.mp4 6.7 MB 15 Building a RNN/078 Building a RNN - Step 11.mp4 19 MB 15 Building a RNN/079 Building a RNN - Step 12.mp4 18.2 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 B 16 Homework Challenge - Google Stock Price Prediction/082 Homework Solution.mp4 15 MB 17 Evaluating Improving and Tuning the RNN/083 Evaluating the RNN.mp4 13.2 MB 17 Evaluating Improving and Tuning the RNN/084 Improving and Tuning the RNN - Homework Challenge.html 2.3 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 665.1 KB 18 ------------------------ Part 4 - Self Organizing Maps ------------------------/086 Welcome to Part 4 - Self Organizing Maps.html 676 B 19 SOMs Intuition/087 Plan of attack.mp4 5.2 MB 19 SOMs Intuition/088 How do Self-Organizing Maps Work.mp4 20 MB 19 SOMs Intuition/089 Why revisit K-Means.mp4 4 MB 19 SOMs Intuition/090 K-Means Clustering Refresher.mp4 25 MB 19 SOMs Intuition/091 How do Self-Organizing Maps Learn Part 1.mp4 31.1 MB 19 SOMs Intuition/092 How do Self-Organizing Maps Learn Part 2.mp4 18.6 MB 19 SOMs Intuition/093 Live SOM example.mp4 18.5 MB 19 SOMs Intuition/094 Reading an Advanced SOM.mp4 61.9 MB 19 SOMs Intuition/095 EXTRA K-means Clustering part 2.mp4 12.3 MB 19 SOMs Intuition/096 EXTRA K-means Clustering part 3.mp4 21.8 MB 20 Building a SOM/097 How to get the dataset.mp4 6.5 MB 20 Building a SOM/098 Building a SOM - Step 1.mp4 30.7 MB