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Simon Roth's Projects

german_stopwords icon german_stopwords

Extended list of German stopwords for use in Web Projects, Search Engines or every thing else.

keras-aquarium icon keras-aquarium

a small collection of models implemented in keras, including matrix factorization(recommendation system), topic modeling, text classification, etc. Runs on tensorflow.

lab-workshops icon lab-workshops

Materials for workshops on text mining, machine learning, and data visualization

learning-stm icon learning-stm

Learning structural topic modeling using the stm R package.

lexicon icon lexicon

A data package containing lexicons and dictionaries for text analysis

lstmusix icon lstmusix

Building a creative machine with this Long Short Term Memory (LSTM) Network. It's trained on stringified MIDI files and reproduces the song ("FΓΌr Elise" in this example) with various diversity-factors.

metrics icon metrics

An R package for common supervised machine learning metrics.

mlss-2017 icon mlss-2017

Machine Learning Summer School 2017 in Tubingen

nlp---aspect-based-sentiment-analysis-of-customer-reviews-using-hybrid-pattern-matching icon nlp---aspect-based-sentiment-analysis-of-customer-reviews-using-hybrid-pattern-matching

Customer reviews on e-commerce websites play a vital role in driving the customer purchasing behavior. Walmart currently follows an overall five-star rating system and it is not reflective of the actual sentiments expressed by the buyers and the verbal descriptive reviews do not distinctively enlighten prospective customers about the specific aspects in products or services. It is essential for Walmart to mine user reviews to extract sentiments by different aspects specific to every product (like quality, durability, warranty service, pricing, reliability etc.) and service (like shipping, packaging, return/ replacement policies etc.). This process can help draw specific insights about the product and service which will help both Walmart and potential customers to take more informed decisions.

nlp-tutorial icon nlp-tutorial

Natural Language Processing Tutorial for Deep Learning Researchers

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