Deep Learning Projects

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Keras Use Cases

Python scripts using Keras artificial neural networks to solve deep learning problems, such as text classification and price regression.

Neural Networks

Binary Classification with Keras

Implements a movie review text classifier with Keras.

Multi-Class Classification with Keras

Implements a news text classifier with Keras.

Regression with Keras

Implements a housing price regression model with Keras.

Click here for Jupyter Notebook

Recurrent Neural Networks

Text Processing

Transforms text input into tokens and converts those tokens into numeric vectors using one-hot encoding and feature hashing. Builds basic text-processing and classification models using recurrent neural networks. Demonstrates how word embeddings such as Word2Vec can help improve the performance of text-processing models.

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References:

These files contain code from Deep Learning with Python, www.manning.com/books/deep-learning-with-python, Copyright 2018 Francois Chollet