GitHub - huiwang159/Natural-Language-Processing-for-Safer-Radiotherapy: Help label radiotherapy incidents using supervised learning, and discover problem types from incident descriptions using unsupervised learning.

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Help label radiotherapy incidents using supervised learning, and discover problem types from incident descriptions using unsupervised learning.

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Name		Name	Last commit message	Last commit date
Latest commit History 39 Commits
.DS_Store		.DS_Store
.gitattributes		.gitattributes
01 Relevant Data Elements.ipynb		01 Relevant Data Elements.ipynb
02 NSIR-RT Mapping.ipynb		02 NSIR-RT Mapping.ipynb
03 Combining Datasets.ipynb		03 Combining Datasets.ipynb
04 Translating French Incidents.ipynb		04 Translating French Incidents.ipynb
05 Text Cleaning.ipynb		05 Text Cleaning.ipynb
06 Preliminary Analysis.ipynb		06 Preliminary Analysis.ipynb
07 Data Vectorization.ipynb		07 Data Vectorization.ipynb
08 PS MB.ipynb		08 PS MB.ipynb
09 PS ME.ipynb		09 PS ME.ipynb
10 PS MEB.ipynb		10 PS MEB.ipynb
11 PT MB.ipynb		11 PT MB.ipynb
12 PT ME.ipynb		12 PT ME.ipynb
13 PT MEB.ipynb		13 PT MEB.ipynb
14 CF MB.ipynb		14 CF MB.ipynb
15 CF ME.ipynb		15 CF ME.ipynb
16 CF MEB.ipynb		16 CF MEB.ipynb
17 OS MB.ipynb		17 OS MB.ipynb
18 OS ME.ipynb		18 OS ME.ipynb
19 OS MEB.ipynb		19 OS MEB.ipynb
20 Selecting Models.ipynb		20 Selecting Models.ipynb
21 Tuning Ridge.ipynb		21 Tuning Ridge.ipynb
22 Tuning LinearSVR.ipynb		22 Tuning LinearSVR.ipynb
23 Tuning GaussianProcessRegressor.ipynb		23 Tuning GaussianProcessRegressor.ipynb
23 Tuning PassiveAggressiveRegressor.ipynb		23 Tuning PassiveAggressiveRegressor.ipynb
24 Tuning RandomForestRegressor.ipynb		24 Tuning RandomForestRegressor.ipynb
25 Tuning BaggingRegressor.ipynb		25 Tuning BaggingRegressor.ipynb
26 Best Sklearn Models.ipynb		26 Best Sklearn Models.ipynb
26.5 Best Boosted.ipynb		26.5 Best Boosted.ipynb
27 Tuning LSTM.ipynb		27 Tuning LSTM.ipynb
28 Xgboost.ipynb		28 Xgboost.ipynb
98 Metamap.ipynb		98 Metamap.ipynb
98 Only Other.ipynb		98 Only Other.ipynb
99 PS VB.ipynb		99 PS VB.ipynb
99 Tuning AdaBoostRegressor.ipynb		99 Tuning AdaBoostRegressor.ipynb
99 Tuning ClassifierChain.ipynb		99 Tuning ClassifierChain.ipynb
99 Tuning ExtraTreeRegressor.ipynb		99 Tuning ExtraTreeRegressor.ipynb
99 Tuning GaussianProcessRegressor.ipynb		99 Tuning GaussianProcessRegressor.ipynb
99 Tuning GradientBoostingRegressor.ipynb		99 Tuning GradientBoostingRegressor.ipynb
99 Tuning HuberRegressor.ipynb		99 Tuning HuberRegressor.ipynb
99 Tuning KNeighborsRegressor.ipynb		99 Tuning KNeighborsRegressor.ipynb
99 Tuning LassoLarsIC.ipynb		99 Tuning LassoLarsIC.ipynb
99 Tuning M ExtraTreeRegressor.ipynb		99 Tuning M ExtraTreeRegressor.ipynb
99 Tuning M KNeighborsRegressor.ipynb		99 Tuning M KNeighborsRegressor.ipynb
99 Tuning M MLPRegressor-Copy1.ipynb		99 Tuning M MLPRegressor-Copy1.ipynb
99 Tuning MLPRegressor.ipynb		99 Tuning MLPRegressor.ipynb
99 Tuning SGDRegressor.ipynb		99 Tuning SGDRegressor.ipynb
Manuscript.pdf		Manuscript.pdf
Oral Presentation.pdf		Oral Presentation.pdf
Poster Presentation.pdf		Poster Presentation.pdf
README.md		README.md
Safer Radiotherapy.png		Safer Radiotherapy.png