Bingying Shao (bingyingshao)

bingyingshao

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Location:Chicago

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Bingying Shao's repositories

resample

Randomization-based inference in Python

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bayesian-stats-modelling-tutorial

How to do Bayesian statistical modelling using numpy and PyMC3

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categorical-encoding

A library of sklearn compatible categorical variable encoders

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Coursera

Quiz & Assignment of Coursera

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flask_api

Creating a Machine Learning API using Flask - Repository for AV Article

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handson-ml

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

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hyperband

Tuning hyperparams fast with Hyperband

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LightGBM

A fast, distributed, high performance gradient boosting (GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks. It is under the umbrella of the DMTK(http://github.com/microsoft/dmtk) project of Microsoft.

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luigi

Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.

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machine-learning-python

機器學習: Python

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mlxtend

A library of extension and helper modules for Python's data analysis and machine learning libraries.

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open-nsynth-super

Open NSynth Super is an experimental physical interface for the NSynth algorithm

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python-machine-learning-book-2nd-edition

The "Python Machine Learning (2nd edition)" book code repository and info resource

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scikit-learn

scikit-learn: machine learning in Python

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scikit-learn-contrib

scikit-learn compatible projects

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scikit-optimize

Sequential model-based optimization with a `scipy.optimize` interface

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scorecardpy

Scorecard Development in python

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shap

A unified approach to explain the output of any machine learning model

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statsintro_python

Python modules and IPython Notebooks, for the book "Introduction to Statistics With Python"

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xgboost

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Flink and DataFlow

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