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Shan Dou's Projects

feature-engineering-book icon feature-engineering-book

Code repo for the book "Feature Engineering for Machine Learning," by Alice Zheng and Amanda Casari, O'Reilly 2018

gensim-data icon gensim-data

Data repository for pretrained NLP models and NLP corpora.

geonamescache icon geonamescache

geonamescache - a Python library for quick access to a subset of GeoNames data.

geotext icon geotext

Geotext extracts country and city mentions from text

glossary icon glossary

https://machinelearning.wtf/ - An online glossary of machine learning terms.

handson-ml2 icon handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

haystack icon haystack

:mag: Haystack is an open source NLP framework that leverages pre-trained Transformer models. It enables developers to quickly implement production-ready semantic search, question answering, summarization and document ranking for a wide range of NLP applications.

hsmmlearn icon hsmmlearn

A library for hidden semi-Markov models with explicit durations

jamspell icon jamspell

Modern spell checking library - accurate, fast, multi-language

kaggle-homedepot icon kaggle-homedepot

3rd Place Solution for HomeDepot Product Search Results Relevance Competition on Kaggle.

kalman-and-bayesian-filters-in-python icon kalman-and-bayesian-filters-in-python

Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions.

kglab icon kglab

Graph Data Science: an abstraction layer in Python for building knowledge graphs, integrated with popular graph libraries – atop Pandas, NetworkX, RAPIDS, RDFlib, pySHACL, PyVis, morph-kgc, pslpython, pyarrow, etc.

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