Coursera - AI for Medical Diagnosis

Files Included :

01 welcome-to-the-specialization-with-andrew-and-pranav.mp4 (25.14 MB)
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02 demo.mp4 (10.11 MB)
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03 recommended-pre-requisites.mp4 (7.9 MB)
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01 medical-image-diagnosis.mp4 (7.05 MB)
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02 eye-disease-and-cancer-diagnosis.mp4 (6.49 MB)
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01 building-and-training-a-model-for-medical-diagnosis.mp4 (7.15 MB)
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02 training-prediction-and-loss.mp4 (3.19 MB)
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03 image-classification-and-class-imbalance.mp4 (2.59 MB)
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04 binary-cross-entropy-loss-function.mp4 (5.09 MB)
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05 impact-of-class-imbalance-on-loss-calculation.mp4 (5.89 MB)
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06 resampling-to-achieve-balanced-classes.mp4 (2.93 MB)
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07 multi-task.mp4 (2.94 MB)
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08 multi-task-loss-dataset-size-and-cnn-architectures.mp4 (4.5 MB)
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09 working-with-a-small-training-set.mp4 (4.8 MB)
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10 generating-more-samples.mp4 (5.76 MB)
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01 model-testing.mp4 (6.27 MB)
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02 splitting-data-by-patient.mp4 (2.77 MB)
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03 sampling.mp4 (4.71 MB)
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04 ground-truth-and-consensus-voting.mp4 (2.35 MB)
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05 additional-medical-testing.mp4 (8.29 MB)
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01 sensitivity-specificity-and-evaluation-metrics.mp4 (8.15 MB)
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02 accuracy-in-terms-of-conditional-probability.mp4 (2.73 MB)
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03 sensitivity-specificity-and-prevalence.mp4 (7.07 MB)
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04 ppv-npv.mp4 (3.06 MB)
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05 confusion-matrix.mp4 (3.12 MB)
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01 roc-curve-and-threshold.mp4 (3.95 MB)
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02 varying-the-threshold.mp4 (4.01 MB)
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01 sampling-from-the-total-population.mp4 (3.23 MB)
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02 confidence-intervals.mp4 (4.53 MB)
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03 95-confidence-interval.mp4 (6.92 MB)
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01 medical-image-segmentation.mp4 (6.17 MB)
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01 mri-data-and-image-registration.mp4 (7.56 MB)
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02 segmentation.mp4 (5.51 MB)
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04 2d-u-net-and-3d-u-net.mp4 (4.61 MB)
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06 data-augmentation-for-segmentation.mp4 (3.14 MB)
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07 loss-function-for-image-segmentation.mp4 (5.78 MB)
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01 different-populations-and-diagnostic-technology.mp4 (5.56 MB)
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02 external-validation.mp4 (3.25 MB)
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03 measuring-patient-outcomes.mp4 (9.09 MB)
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01 congratulations.mp4 (8.54 MB)
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