├── AI for Medical Prognosis ├── Week 1 │ ├── C2M1_Assignment.ipynb │ ├── X_data.csv │ ├── utils.py │ └── y_data.csv ├── Week 2 │ ├── C2M2_Assignment.ipynb │ ├── C2_W2_lecture.ipynb │ ├── NHANESI_subset_X.csv │ ├── NHANESI_subset_y.csv │ └── util.py ├── Week 3 │ ├── C2M3_Assignment.ipynb │ ├── C2_W3_lecture.ipynb │ ├── two_km_curves.png │ └── util.py └── Week 4 │ ├── 1-hot-encode.png │ ├── C2M4_Assignment.ipynb │ ├── C2M4_Assignment_solution.ipynb │ ├── C2_W4_lecture.ipynb │ ├── R │ └── randomForestSRC │ │ ├── CITATION │ │ ├── DESCRIPTION │ │ ├── INDEX │ │ ├── Meta │ │ ├── Rd.rds │ │ ├── data.rds │ │ ├── features.rds │ │ ├── hsearch.rds │ │ ├── links.rds │ │ ├── nsInfo.rds │ │ └── package.rds │ │ ├── NAMESPACE │ │ ├── NEWS │ │ ├── R │ │ ├── randomForestSRC │ │ ├── randomForestSRC.rdb │ │ └── randomForestSRC.rdx │ │ ├── data │ │ ├── breast.rda │ │ ├── follic.rda │ │ ├── hd.rda │ │ ├── housing.rda │ │ ├── nutrigenomic.rda │ │ ├── pbc.rda │ │ ├── vdv.rda │ │ ├── veteran.rda │ │ ├── wihs.rda │ │ └── wine.rda │ │ ├── help │ │ ├── AnIndex │ │ ├── aliases.rds │ │ ├── paths.rds │ │ ├── randomForestSRC.rdb │ │ └── randomForestSRC.rdx │ │ ├── html │ │ ├── 00Index.html │ │ └── R.css │ │ └── libs │ │ └── randomForestSRC.so │ ├── pbc.csv │ └── util.py ├── AI_for_Medical_Diagnosis ├── Week1 │ ├── C1M1_Assignment.ipynb │ ├── Data Exploration & Image Preprocessing │ │ └── AI4M_C1_W1_lecture_ex_01.ipynb │ ├── README.md │ └── images │ │ ├── BinaryCrossEntropyLoss.png │ │ ├── CTconfirmation.png │ │ ├── ClassImbalance.png │ │ ├── Confirmation2.png │ │ ├── LungCACXR.png │ │ ├── Sampling.png │ │ ├── WeightedLoss1.png │ │ ├── WeightedLoss2.png │ │ └── eye.png ├── Week2 │ ├── C1M2_Assignment.ipynb │ ├── README.md │ ├── images │ │ ├── acc_sens_spec.png │ │ ├── confusion matrix.png │ │ ├── ppv_npv.png │ │ ├── roc_curve.jpg │ │ ├── sens_spec.png │ │ └── week2_accuracy.png │ ├── sens_spec.png │ ├── train_preds.csv │ ├── util.py │ └── valid_preds.csv ├── Week3 │ ├── BraTS-Data │ │ ├── labelsTr │ │ │ ├── BRATS_001.nii.gz │ │ │ ├── BRATS_002.nii.gz │ │ │ └── BRATS_003.nii.gz │ │ └── processed │ │ │ ├── config.json │ │ │ ├── train │ │ │ ├── BRATS_009.nii.gz_10_x78_y33_z93.h5 │ │ │ ├── BRATS_009.nii.gz_11_x21_y0_z68.h5 │ │ │ ├── BRATS_009.nii.gz_12_x42_y77_z72.h5 │ │ │ ├── BRATS_009.nii.gz_13_x8_y78_z86.h5 │ │ │ ├── BRATS_009.nii.gz_14_x60_y30_z71.h5 │ │ │ ├── BRATS_009.nii.gz_15_x66_y24_z97.h5 │ │ │ ├── BRATS_009.nii.gz_16_x78_y67_z82.h5 │ │ │ ├── BRATS_009.nii.gz_17_x78_y79_z80.h5 │ │ │ ├── BRATS_009.nii.gz_18_x30_y51_z79.h5 │ │ │ ├── BRATS_009.nii.gz_19_x67_y37_z58.h5 │ │ │ ├── BRATS_009.nii.gz_1_x73_y11_z63.h5 │ │ │ ├── BRATS_009.nii.gz_20_x73_y43_z83.h5 │ │ │ ├── BRATS_009.nii.gz_2_x26_y41_z67.h5 │ │ │ ├── BRATS_009.nii.gz_3_x33_y65_z82.h5 │ │ │ ├── BRATS_009.nii.gz_4_x16_y62_z63.h5 │ │ │ ├── BRATS_009.nii.gz_5_x72_y76_z90.h5 │ │ │ ├── BRATS_009.nii.gz_6_x46_y13_z68.h5 │ │ │ ├── BRATS_009.nii.gz_7_x47_y45_z63.h5 │ │ │ ├── BRATS_009.nii.gz_8_x59_y12_z74.h5 │ │ │ └── BRATS_009.nii.gz_9_x15_y12_z97.h5 │ │ │ └── valid │ │ │ ├── BRATS_119.nii.gz_10_x23_y50_z73.h5 │ │ │ ├── BRATS_119.nii.gz_11_x51_y51_z81.h5 │ │ │ ├── BRATS_119.nii.gz_12_x63_y48_z89.h5 │ │ │ ├── BRATS_119.nii.gz_13_x73_y66_z78.h5 │ │ │ ├── BRATS_119.nii.gz_14_x15_y66_z80.h5 │ │ │ ├── BRATS_119.nii.gz_15_x26_y74_z79.h5 │ │ │ ├── BRATS_119.nii.gz_16_x23_y16_z84.h5 │ │ │ ├── BRATS_119.nii.gz_17_x21_y72_z83.h5 │ │ │ ├── BRATS_119.nii.gz_18_x9_y25_z87.h5 │ │ │ ├── BRATS_119.nii.gz_19_x29_y30_z77.h5 │ │ │ ├── BRATS_119.nii.gz_1_x14_y41_z78.h5 │ │ │ ├── BRATS_119.nii.gz_20_x15_y33_z84.h5 │ │ │ ├── BRATS_119.nii.gz_2_x38_y26_z74.h5 │ │ │ ├── BRATS_119.nii.gz_3_x48_y40_z72.h5 │ │ │ ├── BRATS_119.nii.gz_4_x45_y14_z89.h5 │ │ │ ├── BRATS_119.nii.gz_5_x5_y32_z80.h5 │ │ │ ├── BRATS_119.nii.gz_6_x55_y65_z77.h5 │ │ │ ├── BRATS_119.nii.gz_7_x43_y52_z77.h5 │ │ │ ├── BRATS_119.nii.gz_8_x57_y53_z89.h5 │ │ │ └── BRATS_119.nii.gz_9_x24_y63_z72.h5 │ ├── C1M3_Assignment.ipynb │ ├── README.md │ ├── images │ │ ├── MRI_stacking.jpg │ │ ├── data_augmentation.jpg │ │ ├── image_registration.jpg │ │ ├── mri_sequences.jpg │ │ └── soft_dice_loss.jpg │ └── util.py └── certificate │ └── Coursera_certificate.pdf └── README.md /AI for Medical Prognosis/Week 1/C2M1_Assignment.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 1/C2M1_Assignment.ipynb -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 1/X_data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 1/X_data.csv -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 1/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 1/utils.py -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 1/y_data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 1/y_data.csv -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 2/C2M2_Assignment.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 2/C2M2_Assignment.ipynb -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 2/C2_W2_lecture.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 2/C2_W2_lecture.ipynb -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 2/NHANESI_subset_X.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 2/NHANESI_subset_X.csv -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 2/NHANESI_subset_y.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 2/NHANESI_subset_y.csv -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 2/util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 2/util.py -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 3/C2M3_Assignment.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 3/C2M3_Assignment.ipynb -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 3/C2_W3_lecture.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 3/C2_W3_lecture.ipynb -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 3/two_km_curves.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 3/two_km_curves.png -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 3/util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 3/util.py -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/1-hot-encode.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/1-hot-encode.png -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/C2M4_Assignment.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/C2M4_Assignment.ipynb -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/C2M4_Assignment_solution.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/C2M4_Assignment_solution.ipynb -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/C2_W4_lecture.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/C2_W4_lecture.ipynb -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/CITATION: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/CITATION -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/DESCRIPTION: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/DESCRIPTION -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/INDEX: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/INDEX -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/Meta/Rd.rds: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/Meta/Rd.rds -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/Meta/data.rds: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/Meta/data.rds -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/Meta/features.rds: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/Meta/features.rds -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/Meta/hsearch.rds: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/Meta/hsearch.rds -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/Meta/links.rds: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/Meta/links.rds -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/Meta/nsInfo.rds: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/Meta/nsInfo.rds -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/Meta/package.rds: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/Meta/package.rds -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/NAMESPACE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/NAMESPACE -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/NEWS: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/NEWS -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/R/randomForestSRC: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/R/randomForestSRC -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/R/randomForestSRC.rdb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/R/randomForestSRC.rdb -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/R/randomForestSRC.rdx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/R/randomForestSRC.rdx -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/data/breast.rda: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/data/breast.rda -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/data/follic.rda: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/data/follic.rda -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/data/hd.rda: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/data/hd.rda -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/data/housing.rda: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/data/housing.rda -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/data/nutrigenomic.rda: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/data/nutrigenomic.rda -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/data/pbc.rda: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/data/pbc.rda -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/data/vdv.rda: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/data/vdv.rda -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/data/veteran.rda: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/data/veteran.rda -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/data/wihs.rda: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/data/wihs.rda -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/data/wine.rda: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/data/wine.rda -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/help/AnIndex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/help/AnIndex -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/help/aliases.rds: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/help/aliases.rds -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/help/paths.rds: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/help/paths.rds -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/help/randomForestSRC.rdb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/help/randomForestSRC.rdb -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/help/randomForestSRC.rdx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/help/randomForestSRC.rdx -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/html/00Index.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/html/00Index.html -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/html/R.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/html/R.css -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/R/randomForestSRC/libs/randomForestSRC.so: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/R/randomForestSRC/libs/randomForestSRC.so -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/pbc.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/pbc.csv -------------------------------------------------------------------------------- /AI for Medical Prognosis/Week 4/util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI for Medical Prognosis/Week 4/util.py -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week1/C1M1_Assignment.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week1/C1M1_Assignment.ipynb -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week1/Data Exploration & Image Preprocessing/AI4M_C1_W1_lecture_ex_01.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week1/Data Exploration & Image Preprocessing/AI4M_C1_W1_lecture_ex_01.ipynb -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week1/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week1/README.md -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week1/images/BinaryCrossEntropyLoss.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week1/images/BinaryCrossEntropyLoss.png -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week1/images/CTconfirmation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week1/images/CTconfirmation.png -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week1/images/ClassImbalance.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week1/images/ClassImbalance.png -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week1/images/Confirmation2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week1/images/Confirmation2.png -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week1/images/LungCACXR.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week1/images/LungCACXR.png -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week1/images/Sampling.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week1/images/Sampling.png -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week1/images/WeightedLoss1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week1/images/WeightedLoss1.png -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week1/images/WeightedLoss2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week1/images/WeightedLoss2.png -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week1/images/eye.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week1/images/eye.png -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week2/C1M2_Assignment.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week2/C1M2_Assignment.ipynb -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week2/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week2/README.md -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week2/images/acc_sens_spec.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week2/images/acc_sens_spec.png -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week2/images/confusion matrix.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week2/images/confusion matrix.png -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week2/images/ppv_npv.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week2/images/ppv_npv.png -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week2/images/roc_curve.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week2/images/roc_curve.jpg -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week2/images/sens_spec.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week2/images/sens_spec.png -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week2/images/week2_accuracy.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week2/images/week2_accuracy.png -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week2/sens_spec.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week2/sens_spec.png -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week2/train_preds.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week2/train_preds.csv -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week2/util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week2/util.py -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week2/valid_preds.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week2/valid_preds.csv -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/labelsTr/BRATS_001.nii.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/labelsTr/BRATS_001.nii.gz -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/labelsTr/BRATS_002.nii.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/labelsTr/BRATS_002.nii.gz -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/labelsTr/BRATS_003.nii.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/labelsTr/BRATS_003.nii.gz -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/config.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/config.json -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_10_x78_y33_z93.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_10_x78_y33_z93.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_11_x21_y0_z68.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_11_x21_y0_z68.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_12_x42_y77_z72.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_12_x42_y77_z72.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_13_x8_y78_z86.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_13_x8_y78_z86.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_14_x60_y30_z71.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_14_x60_y30_z71.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_15_x66_y24_z97.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_15_x66_y24_z97.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_16_x78_y67_z82.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_16_x78_y67_z82.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_17_x78_y79_z80.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_17_x78_y79_z80.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_18_x30_y51_z79.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_18_x30_y51_z79.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_19_x67_y37_z58.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_19_x67_y37_z58.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_1_x73_y11_z63.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_1_x73_y11_z63.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_20_x73_y43_z83.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_20_x73_y43_z83.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_2_x26_y41_z67.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_2_x26_y41_z67.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_3_x33_y65_z82.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_3_x33_y65_z82.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_4_x16_y62_z63.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_4_x16_y62_z63.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_5_x72_y76_z90.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_5_x72_y76_z90.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_6_x46_y13_z68.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_6_x46_y13_z68.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_7_x47_y45_z63.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_7_x47_y45_z63.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_8_x59_y12_z74.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_8_x59_y12_z74.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_9_x15_y12_z97.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/train/BRATS_009.nii.gz_9_x15_y12_z97.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_10_x23_y50_z73.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_10_x23_y50_z73.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_11_x51_y51_z81.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_11_x51_y51_z81.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_12_x63_y48_z89.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_12_x63_y48_z89.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_13_x73_y66_z78.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_13_x73_y66_z78.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_14_x15_y66_z80.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_14_x15_y66_z80.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_15_x26_y74_z79.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_15_x26_y74_z79.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_16_x23_y16_z84.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_16_x23_y16_z84.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_17_x21_y72_z83.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_17_x21_y72_z83.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_18_x9_y25_z87.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_18_x9_y25_z87.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_19_x29_y30_z77.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_19_x29_y30_z77.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_1_x14_y41_z78.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_1_x14_y41_z78.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_20_x15_y33_z84.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_20_x15_y33_z84.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_2_x38_y26_z74.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_2_x38_y26_z74.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_3_x48_y40_z72.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_3_x48_y40_z72.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_4_x45_y14_z89.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_4_x45_y14_z89.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_5_x5_y32_z80.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_5_x5_y32_z80.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_6_x55_y65_z77.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_6_x55_y65_z77.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_7_x43_y52_z77.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_7_x43_y52_z77.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_8_x57_y53_z89.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_8_x57_y53_z89.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_9_x24_y63_z72.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/BraTS-Data/processed/valid/BRATS_119.nii.gz_9_x24_y63_z72.h5 -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/C1M3_Assignment.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/C1M3_Assignment.ipynb -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/README.md -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/images/MRI_stacking.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/images/MRI_stacking.jpg -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/images/data_augmentation.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/images/data_augmentation.jpg -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/images/image_registration.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/images/image_registration.jpg -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/images/mri_sequences.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/images/mri_sequences.jpg -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/images/soft_dice_loss.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/images/soft_dice_loss.jpg -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/Week3/util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/Week3/util.py -------------------------------------------------------------------------------- /AI_for_Medical_Diagnosis/certificate/Coursera_certificate.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/AI_for_Medical_Diagnosis/certificate/Coursera_certificate.pdf -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/seungjunlee96/AI-for-Medicine/HEAD/README.md --------------------------------------------------------------------------------