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szsongyj's Projects

bp-estimation-mimic3 icon bp-estimation-mimic3

Crucial pieces of code for the BP estimation using MIMIC III database. Paper submitted to Sensors journal.

cardio icon cardio

Pulse oximetry data processing and classification

deeprnn icon deeprnn

long-term blood pressure prediction with deep recurrent neural networks

ecgppg2art icon ecgppg2art

Predict blood pressure (systolic and diastolic) rythm from ECG and pulse oximeter signals

face-to-bmi-vit icon face-to-bmi-vit

Predict the Body Mass Index with one image of a human face, with state-of-the-art results.

fathon icon fathon

python package for DFA (Detrended Fluctuation Analysis) and related algorithms

imbalanced-ensemble icon imbalanced-ensemble

Class-imbalanced / Long-tailed ensemble learning in Python. Modular, flexible, and extensible. | 模块化、灵活、易扩展的类别不平衡/长尾机器学习库

imbalanced-learn icon imbalanced-learn

A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning

jpmml-lightgbm icon jpmml-lightgbm

Java library and command-line application for converting LightGBM models to PMML

lightgbm icon lightgbm

A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.

linear-attention-recurrent-neural-network icon linear-attention-recurrent-neural-network

A recurrent attention module consisting of an LSTM cell which can query its own past cell states by the means of windowed multi-head attention. The formulas are derived from the BN-LSTM and the Transformer Network. The LARNN cell with attention can be easily used inside a loop on the cell state, just like any other RNN. (LARNN)

m2cgen icon m2cgen

Transform ML models into a native code (Java, C, Python, Go, JavaScript, Visual Basic, C#, R, PowerShell, PHP, Dart, Haskell, Ruby) with zero dependencies

meachine-learning icon meachine-learning

Applied Principle Component Analysis and support vector machine (SVM) in a pipeline, using Python to predict heart diseaseUsed supervised learning methods: Logistic Regression adjust and compared it with pre-pruned Decision Tree and Random Forest

mfdfa icon mfdfa

Multifractal Detrended Fluctuation Analysis in Python

mlxtend icon mlxtend

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

ppg_abp icon ppg_abp

Predicting ABP by PPG signal using LSTM.

pycm icon pycm

Multi-class confusion matrix library in Python

pyemd icon pyemd

Python implementation of Empirical Mode Decompoisition (EMD) method

pyvhr icon pyvhr

Python framework for Virtual Heart Rate

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