Using tensorflow multilayer perceptron to predict housing prices

Posted on Thu 29 March 2018 in blog • Tagged with python, machine learning, tensorflow, deep learning, prediction

I've used keras a bit for deep learning recently. In general it is an excellent tool, but I know there are limitations in using a higher-level tool. In trying to implement an initial model in tensorflow, I found that you have to think about fundamentals of data flow and building computation graphs -- as opposed to machine learning a la sklearn
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Exploring neural networks for text classification

Posted on Fri 17 November 2017 in blog • Tagged with python, machine learning, keras, nlp, deep learning, classification

I've been working on text classification recently. I've found keras to be a quite good high-level language and great for learning different neural network architectures. In this notebook I will examine Tweet classification using CNN and LSTM model architechtures. While CNNs are widely used in Computer Vision, I saw a paper
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