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**AD-TEAM** · 10-21-2025, 06:24 AM

806.48 MB | 4min 16s | mp4 | 1280X720 | 16:9
Genre:eLearning |Language:English

Files Included :
FileName :01 welcome-to-the-specialization-with-andrew-and-pranav.mp4 | Size: (24.04 MB)
FileName :02 demo.mp4 | Size: (10.1 MB)
FileName :03 recommended-pre-requisites.mp4 | Size: (7.94 MB)
FileName :01 medical-image-diagnosis.mp4 | Size: (6.98 MB)
FileName :02 eye-disease-and-cancer-diagnosis.mp4 | Size: (6.29 MB)
FileName :01 building-and-training-a-model-for-medical-diagnosis.mp4 | Size: (7.05 MB)
FileName :02 training-prediction-and-loss.mp4 | Size: (3.1 MB)
FileName :03 image-classification-and-class-imbalance.mp4 | Size: (2.5 MB)
FileName :04 binary-cross-entropy-loss-function.mp4 | Size: (4.89 MB)
FileName :05 impact-of-class-imbalance-on-loss-calculation.mp4 | Size: (5.63 MB)
FileName :06 resampling-to-achieve-balanced-classes.mp4 | Size: (2.83 MB)
FileName :07 multi-task.mp4 | Size: (2.84 MB)
FileName :08 multi-task-loss-dataset-size-and-cnn-architectures.mp4 | Size: (4.32 MB)
FileName :09 working-with-a-small-training-set.mp4 | Size: (4.63 MB)
FileName :10 generating-more-samples.mp4 | Size: (5.59 MB)
FileName :01 model-testing.mp4 | Size: (6.1 MB)
FileName :02 splitting-data-by-patient.mp4 | Size: (2.67 MB)
FileName :03 sampling.mp4 | Size: (4.55 MB)
FileName :04 ground-truth-and-consensus-voting.mp4 | Size: (2.28 MB)
FileName :05 additional-medical-testing.mp4 | Size: (8.1 MB)
FileName :01 sensitivity-specificity-and-evaluation-metrics.mp4 | Size: (7.89 MB)
FileName :02 accuracy-in-terms-of-conditional-probability.mp4 | Size: (2.61 MB)
FileName :03 sensitivity-specificity-and-prevalence.mp4 | Size: (6.8 MB)
FileName :04 ppv-npv.mp4 | Size: (2.97 MB)
FileName :05 confusion-matrix.mp4 | Size: (3.03 MB)
FileName :01 roc-curve-and-threshold.mp4 | Size: (3.83 MB)
FileName :02 varying-the-threshold.mp4 | Size: (3.87 MB)
FileName :01 sampling-from-the-total-population.mp4 | Size: (3.18 MB)
FileName :02 confidence-intervals.mp4 | Size: (4.37 MB)
FileName :03 95-confidence-interval.mp4 | Size: (6.59 MB)
FileName :01 medical-image-segmentation.mp4 | Size: (5.96 MB)
FileName :01 mri-data-and-image-registration.mp4 | Size: (7.33 MB)
FileName :02 segmentation.mp4 | Size: (5.33 MB)
FileName :04 2d-u-net-and-3d-u-net.mp4 | Size: (4.44 MB)
FileName :06 data-augmentation-for-segmentation.mp4 | Size: (3.03 MB)
FileName :07 loss-function-for-image-segmentation.mp4 | Size: (5.54 MB)
FileName :01 different-populations-and-diagnostic-technology.mp4 | Size: (5.44 MB)
FileName :02 external-validation.mp4 | Size: (3.16 MB)
FileName :03 measuring-patient-outcomes.mp4 | Size: (8.85 MB)
FileName :01 congratulations.mp4 | Size: (8.37 MB)
FileName :01 course-2-intro-with-andrew-and-pranav.mp4 | Size: (16.51 MB)
FileName :02 prerequisites-and-learning-outcomes.mp4 | Size: (11.82 MB)
FileName :01 medical-prognosis.mp4 | Size: (5.06 MB)
FileName :01 examples-of-prognostic-tasks.mp4 | Size: (4.75 MB)
FileName :02 atrial-fibrillation.mp4 | Size: (3.38 MB)
FileName :03 liver-disease-mortality.mp4 | Size: (4.01 MB)
FileName :04 risk-of-heart-disease.mp4 | Size: (4.35 MB)
FileName :01 risk-score-computation.mp4 | Size: (7.05 MB)
FileName :01 evaluating-prognostic-models.mp4 | Size: (6.71 MB)
FileName :02 concordant-pairs-risk-ties-permissible-pairs.mp4 | Size: (3.32 MB)
FileName :03 c-index.mp4 | Size: (7.62 MB)
FileName :01 decision-trees-for-prognosis.mp4 | Size: (10.17 MB)
FileName :02 decision-trees.mp4 | Size: (6.83 MB)
FileName :03 dividing-the-input-space.mp4 | Size: (5.06 MB)
FileName :04 building-a-decision-tree.mp4 | Size: (4.2 MB)
FileName :05 how-to-fix-overfitting.mp4 | Size: (7.31 MB)
FileName :01 survival-data.mp4 | Size: (6.5 MB)
FileName :02 different-distributions.mp4 | Size: (4.92 MB)
FileName :03 missing-data-example.mp4 | Size: (4.3 MB)
FileName :04 missing-completely-at-random.mp4 | Size: (4.61 MB)
FileName :05 missing-at-random.mp4 | Size: (5.48 MB)
FileName :06 missing-not-at-random.mp4 | Size: (5.7 MB)
FileName :01 imputation.mp4 | Size: (5.53 MB)
FileName :02 mean-imputation.mp4 | Size: (7.38 MB)
FileName :03 regression-imputation.mp4 | Size: (4.48 MB)
FileName :04 calculate-imputed-values.mp4 | Size: (3.82 MB)
FileName :01 survival-models.mp4 | Size: (4.7 MB)
FileName :02 survival-function.mp4 | Size: (7.02 MB)
FileName :03 valid-survival-functions.mp4 | Size: (5.17 MB)
FileName :01 collecting-time-data.mp4 | Size: (4.11 MB)
FileName :02 when-a-stroke-is-not-observed.mp4 | Size: (4.07 MB)
FileName :03 heart-attack-data.mp4 | Size: (3.62 MB)
FileName :04 right-censoring.mp4 | Size: (2.79 MB)
FileName :01 estimating-the-survival-function.mp4 | Size: (2.69 MB)
FileName :02 died-immediately-or-never-die.mp4 | Size: (5.66 MB)
FileName :03 somewhere-in-between.mp4 | Size: (2.77 MB)
FileName :04 using-censored-data.mp4 | Size: (2.93 MB)
FileName :05 chain-rule-of-conditional-probability.mp4 | Size: (3.16 MB)
FileName :06 deriving-survival.mp4 | Size: (4.5 MB)
FileName :07 calculating-probabilities-from-the-data.mp4 | Size: (6.24 MB)
FileName :08 comparing-estimates.mp4 | Size: (5.01 MB)
FileName :09 kaplan-meier-estimate.mp4 | Size: (9.49 MB)
FileName :01 hazard-functions.mp4 | Size: (6.02 MB)
FileName :02 hazard.mp4 | Size: (4.99 MB)
FileName :03 survival-to-hazard.mp4 | Size: (3.21 MB)
FileName :04 cumulative-hazard.mp4 | Size: (5.94 MB)
FileName :01 individualized-predictions.mp4 | Size: (6.04 MB)
FileName :02 relative-risk.mp4 | Size: (5.01 MB)
FileName :03 ranking-patients-by-risk.mp4 | Size: (2.91 MB)
FileName :04 individual-vs-baseline-hazard.mp4 | Size: (3.22 MB)
FileName :05 smoker-vs-non-smoker.mp4 | Size: (5.11 MB)
FileName :06 effect-of-age-on-hazard.mp4 | Size: (5.99 MB)
FileName :07 risk-factor-increase-per-unit-increase-in-a-variable.mp4 | Size: (3.26 MB)
FileName :08 risk-factor-increase-or-decrease.mp4 | Size: (7.68 MB)
FileName :01 intro-to-survival-trees.mp4 | Size: (9.39 MB)
FileName :02 survival-tree.mp4 | Size: (8.81 MB)
FileName :03 nelson-aalen-estimator.mp4 | Size: (8.72 MB)
FileName :04 comparing-risks-of-patients.mp4 | Size: (2.52 MB)
FileName :05 mortality-score.mp4 | Size: (4.04 MB)
FileName :01 evaluation-of-survival-model.mp4 | Size: (8.04 MB)
FileName :02 permissible-and-non-permissible-pairs.mp4 | Size: (3.99 MB)
FileName :03 possible-permissible-pairs.mp4 | Size: (3.1 MB)
FileName :04 example-of-harrells-c-index.mp4 | Size: (5.75 MB)
FileName :05 example-of-concordant-pairs.mp4 | Size: (4.9 MB)
FileName :06 week-4-summary.mp4 | Size: (5.45 MB)
FileName :01 congratulations.mp4 | Size: (9.02 MB)
FileName :01 intro-to-course-3-with-andrew-and-pranav.mp4 | Size: (15.77 MB)
FileName :02 about-course-3.mp4 | Size: (19.18 MB)
FileName :01 absolute-risk-reduction.mp4 | Size: (7.54 MB)
FileName :02 randomized-control-trials.mp4 | Size: (5.11 MB)
FileName :02 causal-inference.mp4 | Size: (9.08 MB)
FileName :03 average-treatment-effect.mp4 | Size: (5.27 MB)
FileName :04 conditional-average-treatment-effect.mp4 | Size: (5.73 MB)
FileName :05 t-learner.mp4 | Size: (4.26 MB)
FileName :06 s-learner.mp4 | Size: (5.31 MB)
FileName :01 evaluate-individualized-treatment-effect.mp4 | Size: (7.34 MB)
FileName :02 c-for-benefit.mp4 | Size: (3.5 MB)
FileName :03 c-for-benefit-calculation.mp4 | Size: (11.51 MB)
FileName :01 medical-question-answering.mp4 | Size: (8.43 MB)
FileName :02 handling-words-with-multiple-meanings.mp4 | Size: (3.5 MB)
FileName :03 define-the-answer-in-a-text.mp4 | Size: (5.98 MB)
FileName :01 automatic-label-extraction-for-medical-imaging.mp4 | Size: (5.18 MB)
FileName :02 synonyms-for-labels.mp4 | Size: (3.2 MB)
FileName :03 is-a-relationships-for-labels.mp4 | Size: (4.11 MB)
FileName :04 presence-or-absence-of-a-disease.mp4 | Size: (2.72 MB)
FileName :01 evaluating-label-extraction.mp4 | Size: (3.59 MB)
FileName :02 precision-recall-and-f1-score.mp4 | Size: (6.98 MB)
FileName :03 evaluating-on-multiple-disease-categories.mp4 | Size: (6.84 MB)
FileName :01 drop-column-method.mp4 | Size: (7.81 MB)
FileName :02 permutation-method.mp4 | Size: (4.59 MB)
FileName :01 individual-feature-importance.mp4 | Size: (6.4 MB)
FileName :02 shapley-values.mp4 | Size: (2.8 MB)
FileName :03 combining-importances.mp4 | Size: (5.55 MB)
FileName :04 shapley-values-for-all-patients.mp4 | Size: (3.93 MB)
FileName :01 interpreting-cnn-models.mp4 | Size: (5.59 MB)
FileName :02 localization-maps.mp4 | Size: (5.8 MB)
FileName :03 heat-maps.mp4 | Size: (12.91 MB)]
Screenshot
[Image: b6qVbjTP_o.jpg]