TASClassification

We present ML models to automatically classify e.g., large batches of rocks that include SiO2 and unaltered Na2O, and K2O concentrations, rocks for which no SiO2 is reported, and rocks whose Na2O, and K2O concentrations have been altered.

Name		Name	Last commit message	Last commit date
.devcontainer		.devcontainer
pages		pages
Altered1TestFinetunded20.csv		Altered1TestFinetunded20.csv
Applogo.jpg		Applogo.jpg
FakeDatafor3cases.py		FakeDatafor3cases.py
FakeDatafromRealData.ipynb		FakeDatafromRealData.ipynb
FakeDatafromRealData.py		FakeDatafromRealData.py
Goethe-Logo.gif		Goethe-Logo.gif
Image.gif		Image.gif
NewTestFinetunded20.csv		NewTestFinetunded20.csv
NormalisedFilteredandGEOROCData.csv		NormalisedFilteredandGEOROCData.csv
README.md		README.md
TASClassification.h5		TASClassification.h5
Template Mineral Classification.csv		Template Mineral Classification.csv
Template.csv		Template.csv
TestDataMineralModel.csv		TestDataMineralModel.csv
TestFineTuned.csv		TestFineTuned.csv
Welcome.py		Welcome.py
class_names_arsenate.pkl		class_names_arsenate.pkl
class_names_borate.pkl		class_names_borate.pkl
class_names_carbonate.pkl		class_names_carbonate.pkl
class_names_cyclosilicate.pkl		class_names_cyclosilicate.pkl
class_names_halide.pkl		class_names_halide.pkl
class_names_inosilicate.pkl		class_names_inosilicate.pkl
class_names_molybdate.pkl		class_names_molybdate.pkl
class_names_nesosilicate.pkl		class_names_nesosilicate.pkl
class_names_oxide.pkl		class_names_oxide.pkl
class_names_phosphate.pkl		class_names_phosphate.pkl
class_names_phyllosilicate.pkl		class_names_phyllosilicate.pkl
class_names_sorosilicate.pkl		class_names_sorosilicate.pkl
class_names_sulfate.pkl		class_names_sulfate.pkl
class_names_sulfide.pkl		class_names_sulfide.pkl
class_names_tectosilicate.pkl		class_names_tectosilicate.pkl
class_names_vanadate.pkl		class_names_vanadate.pkl
feature_columns.pkl		feature_columns.pkl
fine_tuned_model.h5		fine_tuned_model.h5
fine_tuned_model_noAlkali.h5		fine_tuned_model_noAlkali.h5
fine_tuned_model_noSiO2.h5		fine_tuned_model_noSiO2.h5
group_label_encoder.pkl		group_label_encoder.pkl
mineral_group_classifier_xgb.pkl		mineral_group_classifier_xgb.pkl
model_arsenate.h5		model_arsenate.h5
model_borate.h5		model_borate.h5
model_carbonate.h5		model_carbonate.h5
model_cyclosilicate.h5		model_cyclosilicate.h5
model_halide.h5		model_halide.h5
model_inosilicate.h5		model_inosilicate.h5
model_molybdate.h5		model_molybdate.h5
model_nesosilicate.h5		model_nesosilicate.h5
model_oxide.h5		model_oxide.h5
model_phosphate.h5		model_phosphate.h5
model_phyllosilicate.h5		model_phyllosilicate.h5
model_sorosilicate.h5		model_sorosilicate.h5
model_sulfate.h5		model_sulfate.h5
model_sulfide.h5		model_sulfide.h5
model_tectosilicate.h5		model_tectosilicate.h5
model_vanadate.h5		model_vanadate.h5
requirements.txt		requirements.txt
scaler.pkl		scaler.pkl
scaler_arsenate.pkl		scaler_arsenate.pkl
scaler_borate.pkl		scaler_borate.pkl
scaler_carbonate.pkl		scaler_carbonate.pkl
scaler_cyclosilicate.pkl		scaler_cyclosilicate.pkl
scaler_halide.pkl		scaler_halide.pkl
scaler_inosilicate.pkl		scaler_inosilicate.pkl
scaler_molybdate.pkl		scaler_molybdate.pkl
scaler_nesosilicate.pkl		scaler_nesosilicate.pkl
scaler_oxide.pkl		scaler_oxide.pkl
scaler_phosphate.pkl		scaler_phosphate.pkl
scaler_phyllosilicate.pkl		scaler_phyllosilicate.pkl
scaler_sorosilicate.pkl		scaler_sorosilicate.pkl
scaler_sulfate.pkl		scaler_sulfate.pkl
scaler_sulfide.pkl		scaler_sulfide.pkl
scaler_tectosilicate.pkl		scaler_tectosilicate.pkl
scaler_vanadate.pkl		scaler_vanadate.pkl
streamlitwebpage.py		streamlitwebpage.py

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