kellylinyingxin

AI_Clinician

Reinforcement learning for medical decisions

codeparkshare

Python初学者（零基础学习Python、Python入门）书籍、视频、资料、社区推荐

d2l-zh

《动手学深度学习》，英文版即伯克利深度学习（STAT 157，2019春）教材。面向中文读者、能运行、可讨论。

Deep-Learning-in-R

Workshop (6 hours): Deep learning in R using Keras. Building & training deep nets, image classification, transfer learning, text analysis, visualization

Deep-Learning-with-PyTorch-Tutorials

深度学习与PyTorch入门实战视频教程 配套源代码和PPT

disease_prediction

Maximum Likelihoodlums group project to predict disease using MIMIC4 data

eicu-code

Code and website related to the eICU Collaborative Research Database

GEO

HyperDL-Tutorial

深度学习教程整理 | 干货

Machine-Learning-in-R

Workshop (6 hours): preprocessing, cross-validation, lasso, decision trees, random forest, xgboost, superlearner ensembles

kellylinyingxin/AI_Clinician

Reinforcement learning for medical decisions

kellylinyingxin/codeparkshare

Python初学者（零基础学习Python、Python入门）书籍、视频、资料、社区推荐

kellylinyingxin/d2l-zh

《动手学深度学习》，英文版即伯克利深度学习（STAT 157，2019春）教材。面向中文读者、能运行、可讨论。

kellylinyingxin/Deep-Learning-in-R

Workshop (6 hours): Deep learning in R using Keras. Building & training deep nets, image classification, transfer learning, text analysis, visualization

kellylinyingxin/Deep-Learning-with-PyTorch-Tutorials

深度学习与PyTorch入门实战视频教程 配套源代码和PPT

kellylinyingxin/disease_prediction

Maximum Likelihoodlums group project to predict disease using MIMIC4 data

kellylinyingxin/eicu-code

Code and website related to the eICU Collaborative Research Database

kellylinyingxin/GEO

kellylinyingxin/HyperDL-Tutorial

深度学习教程整理 | 干货

kellylinyingxin/Machine-Learning-in-R

Workshop (6 hours): preprocessing, cross-validation, lasso, decision trees, random forest, xgboost, superlearner ensembles

kellylinyingxin/matplotlib-tutorial

Matplotlib tutorial for beginner

kellylinyingxin/mimic-iv

Code and discussion around the MIMIC-IV database

kellylinyingxin/mimic-iv-1

kellylinyingxin/mimic-omop

Mapping the MIMIC-III database to the OMOP schema

kellylinyingxin/mimic3-benchmarks

Python suite to construct benchmark machine learning datasets from the MIMIC-III clinical database.

kellylinyingxin/mimiciii-antibiotics-modeling

my work with Dr. Yuan Luo focuses on modeling antibiotic time courses for patients admitted to the ICU based on a variety of clinical parameters using data from the MIMICiii ICU database

kellylinyingxin/mimiciii-tutorials

Tutorials in R, Rmd, and the MIMIC-III dataset for the University of Michigan SOCR and MDP programs.

kellylinyingxin/mit-deep-learning

Tutorials, assignments, and competitions for MIT Deep Learning related courses.

kellylinyingxin/nCoV2019

Location for summaries and analysis of data related to n-CoV 2019, first reported in Wuhan, China

kellylinyingxin/nlp-tutorial

Natural Language Processing Tutorial for Deep Learning Researchers

kellylinyingxin/owid-datasets

OWID Dataset Collection

kellylinyingxin/pandas-tutorial

适合初级到中级晋升者，有了体系之后就看熟练度了。

kellylinyingxin/pandas_exercises

Practice your pandas skills!

kellylinyingxin/pycon-pandas-tutorial

PyCon 2015 Pandas tutorial materials

kellylinyingxin/Python_Tutorials

Python tutorials in both Jupyter Notebook and youtube format.

kellylinyingxin/ResearchDesign

Seminar Resesearch Class at UTD for PhD students in Criminology

kellylinyingxin/sepsis3-mimic

Evaluation of the Sepsis-3 guidelines in MIMIC-III

kellylinyingxin/TrajPLT

kellylinyingxin/tutorials

机器学习相关教程

kellylinyingxin/Unsupervised-Learning-in-R

Workshop (6 hours): Clustering (Hdbscan, LCA, Hopach), dimension reduction (UMAP, GLRM), and anomaly detection (isolation forests).