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Advanced Deep Learning with Neural Networks
You, This Course and Us
You, This Course and Us
Source Code and PDFs
Datasets for all Labs
Convolutional Neural Networks (CNNs)
Mimicking the Visual Cortex
Convolution
Choice of Kernel Functions
Zero Padding and Stride Size
CNNs vs DNNs
Feature Maps
Pooling
Lab: Classification of Street View House Numbers - Exploring the Dataset
Basic Architecture of a CNN
Lab: Classification of Street View House Numbers - Building the Model
Lab: Classification of Street View House Numbers - Running the Model
Lab: Building a CNN Using the Estimator API
Quiz 9: Convolutional Neural Networks (CNNs)
Classifiers and Classification
Classification as an ML Problem
Confusion Matrix: Accuracy, Precision and Recall
Decision Thresholds and The Precision-Recall Trade-off
F1 Scores and The ROC Curve
Quiz 8: Classification
Recurrent Neural Networks (RNNs)
Learning From the Past
Unrolling an RNN Cell Through Time
Training an RNN - Back Propagation Through Time
Lab: RNNs for Image Classifcation
Vanishing and Exploding Gradients in an RNN
Long Memory Neurons vs Truncated BPTT
The Long/Short Term Memory Cell
A Sequence of Words
Text in Numeric Form
Lab: Sentiment Analysis on Rotten Tomatoes Reviews - Exploring the Dataset
Lab: Sentiment Analysis on Rotten Tomatoes Reviews - Building, Running the Model
Quiz 10: Recurrent Neural Networks (RNNs)
Quiz 8: Classification
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