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Title: Practical Text Classification With Python and Keras – Real Python

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Description: Learn about Python text classification with Keras. Work your way from a bag-of-words model with logistic regression to more advanced methods leading to convolutional neural networks. See why word embeddings are useful and how you can use pretrained word embeddings. Use hyperparameter optimization to squeeze more performance out of your model.

Open Graph Description: Learn about Python text classification with Keras. Work your way from a bag-of-words model with logistic regression to more advanced methods leading to convolutional neural networks. See why word embeddings are useful and how you can use pretrained word embeddings. Use hyperparameter optimization to squeeze more performance out of your model.

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Choosing a Data Sethttps://realpython.com/python-keras-text-classification/#choosing-a-data-set
Defining a Baseline Modelhttps://realpython.com/python-keras-text-classification/#defining-a-baseline-model
A Primer on (Deep) Neural Networkshttps://realpython.com/python-keras-text-classification/#a-primer-on-deep-neural-networks
Introducing Kerashttps://realpython.com/python-keras-text-classification/#introducing-keras
Installing Kerashttps://realpython.com/python-keras-text-classification/#installing-keras
Your First Keras Modelhttps://realpython.com/python-keras-text-classification/#your-first-keras-model
What Is a Word Embedding?https://realpython.com/python-keras-text-classification/#what-is-a-word-embedding
One-Hot Encodinghttps://realpython.com/python-keras-text-classification/#one-hot-encoding
Word Embeddingshttps://realpython.com/python-keras-text-classification/#word-embeddings
Keras Embedding Layerhttps://realpython.com/python-keras-text-classification/#keras-embedding-layer
Using Pretrained Word Embeddingshttps://realpython.com/python-keras-text-classification/#using-pretrained-word-embeddings
Convolutional Neural Networks (CNN)https://realpython.com/python-keras-text-classification/#convolutional-neural-networks-cnn
Hyperparameters Optimizationhttps://realpython.com/python-keras-text-classification/#hyperparameters-optimization
Conclusionhttps://realpython.com/python-keras-text-classification/#conclusion
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What Is a Word Embedding?https://realpython.com/python-keras-text-classification/#what-is-a-word-embedding
One-Hot Encodinghttps://realpython.com/python-keras-text-classification/#one-hot-encoding
Word Embeddingshttps://realpython.com/python-keras-text-classification/#word-embeddings
Keras Embedding Layerhttps://realpython.com/python-keras-text-classification/#keras-embedding-layer
Using Pretrained Word Embeddingshttps://realpython.com/python-keras-text-classification/#using-pretrained-word-embeddings
Convolutional Neural Networks (CNN)https://realpython.com/python-keras-text-classification/#convolutional-neural-networks-cnn
Hyperparameters Optimizationhttps://realpython.com/python-keras-text-classification/#hyperparameters-optimization
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CountVectorizerhttp://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.CountVectorizer.html
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activation functionhttps://en.wikipedia.org/wiki/Activation_function
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gradient descenthttps://en.wikipedia.org/wiki/Gradient_descent
loss functionhttps://en.wikipedia.org/wiki/Loss_function
Adamhttps://arxiv.org/abs/1412.6980
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King - Man + Woman = Queenhttps://www.technologyreview.com/s/541356/king-man-woman-queen-the-marvelous-mathematics-of-computational-linguistics/
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Word2Vechttps://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf
GloVehttps://nlp.stanford.edu/projects/glove/
herehttps://nlp.stanford.edu/projects/glove/
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AI researchers allege that machine learning is alchemyhttp://www.sciencemag.org/news/2018/05/ai-researchers-allege-machine-learning-alchemy?es_p=6976017
When Will AI Exceed Human Performance? Evidence from AI Expertshttps://arxiv.org/abs/1705.08807
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Deep Learning, NLP, and Representationshttp://colah.github.io/posts/2014-07-NLP-RNNs-Representations/
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