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Tensorflow Solutions for Text
Text Data
The Course Overview (2:29)
Acquiring Messages via IAMP (7:14)
Parsing Email Metadata (4:55)
Encoding Text Data as Numbers (6:31)
Embedding
Representing Words with Embeddings (5:16)
Pretrained Word Embeddings (12:33)
Pretrained Character Embeddings (7:21)
Pretrained FastText Embeddings (8:31)
Encoding
Assembling Email with Embeddings (8:38)
Dense Neural Networks on Text (5:30)
Convolutional Neural Networks on Text (5:21)
Recurrent Neural Networks on Text (6:37)
Attention
Self Attention (5:57)
Time Series Self Attention (5:22)
Ensemble Networks on Text (6:32)
A Deep Neural Email Processor
Trained Models in Docker Containers (6:42)
REST API Definition (5:02)
Prediction Server in Docker Containers (4:29)
Representing Words with Embeddings
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