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songyang0716's Projects

aas icon aas

Code to accompany Advanced Analytics with Spark from O'Reilly Media

apriori icon apriori

Python Implementation of Apriori Algorithm for finding Frequent sets and Association Rules

bdapy icon bdapy

Reproducing plots of Bayesian Data Analysis (Gelman et al, 3rd Edition) in Python

caffe icon caffe

Caffe: a fast open framework for deep learning.

disan icon disan

Code of Directional Self-Attention Network (DiSAN)

ml_models icon ml_models

To better understand the classical machine learning algorithms , I reproduce some of them from scratch.

nlp-library icon nlp-library

curated collection of papers for the nlp practitioner 📖👩‍🔬

pandas icon pandas

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

pydata-book icon pydata-book

Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media

pymc-marketing icon pymc-marketing

Bayesian marketing toolbox in PyMC. Media Mix (MMM), customer lifetime value (CLV), buy-till-you-die (BTYD) models and more.

pytorch-book icon pytorch-book

PyTorch tutorials and fun projects including neural talk, neural style, poem writing, anime generation

pytorch_tutorial icon pytorch_tutorial

A self study repo !!! the code is associated with the book https://d2l.ai/

seaborn icon seaborn

Statistical data visualization using matplotlib

tensorflow icon tensorflow

Computation using data flow graphs for scalable machine learning

topic_modeling icon topic_modeling

A repo that reproduced multiple topic modeling algorithms from scratch

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