Coursera - AI for Medicine Specialization

Creation Time	Dec. 1, 2025, 1:07 p.m.
Last Access Time	Dec. 1, 2025, 4:51 p.m.
File Size	812.4 MB
Keywords	Specialization for AI Coursera - Medicine
Total Requests	2
Total Files	451
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1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/01_welcome-to-the-ai-for-medicine-specialization/01_welcome-to-the-specialization-with-andrew-and-pranav.mp4 24.0 MB
3. ai-for-medical-treatment/01_treatment-effect-estimation/01_introduction/02_about-course-3.mp4 19.2 MB
2. ai-for-medical-prognosis/01_linear-prognostic-models/01_introduction-to-prognostic-models/01_course-2-intro-with-andrew-and-pranav.mp4 16.5 MB
3. ai-for-medical-treatment/01_treatment-effect-estimation/01_introduction/01_intro-to-course-3-with-andrew-and-pranav.mp4 15.8 MB
3. ai-for-medical-treatment/03_ml-interpretation/03_interpreting-deep-learning-models/03_heat-maps.mp4 12.9 MB
2. ai-for-medical-prognosis/01_linear-prognostic-models/01_introduction-to-prognostic-models/02_prerequisites-and-learning-outcomes.mp4 11.8 MB
3. ai-for-medical-treatment/01_treatment-effect-estimation/04_individualized-treatment-effect/03_c-for-benefit-calculation.mp4 11.5 MB
2. ai-for-medical-prognosis/02_prognosis-with-tree-based-models/01_tree-based-models/01_decision-trees-for-prognosis.mp4 10.2 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/01_welcome-to-the-ai-for-medicine-specialization/02_demo.mp4 10.1 MB
2. ai-for-medical-prognosis/03_survival-models-and-time/03_estimate-survival-with-censored-data/09_kaplan-meier-estimate.mp4 9.5 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/03_non-linear-risk-models-with-survival-trees/01_intro-to-survival-trees.mp4 9.4 MB
3. ai-for-medical-treatment/01_treatment-effect-estimation/03_average-treatment-effect/02_causal-inference.mp4 9.1 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/06_congratulations/01_congratulations.mp4 9.0 MB
1. ai-for-medical-diagnosis/03_image-segmentation-on-mri-images/03_practical-considerations/03_measuring-patient-outcomes.mp4 8.9 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/03_non-linear-risk-models-with-survival-trees/02_survival-tree.mp4 8.8 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/03_non-linear-risk-models-with-survival-trees/03_nelson-aalen-estimator.mp4 8.7 MB
3. ai-for-medical-treatment/02_medical-question-answering/01_question-answering/01_medical-question-answering.mp4 8.4 MB
1. ai-for-medical-diagnosis/03_image-segmentation-on-mri-images/06_summary-of-ai-for-medical-diagnosis/01_congratulations.mp4 8.4 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/04_checking-your-model-performance/05_additional-medical-testing.mp4 8.1 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/04_evaluate-survival-models/01_evaluation-of-survival-model.mp4 8.0 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/01_welcome-to-the-ai-for-medicine-specialization/03_recommended-pre-requisites.mp4 7.9 MB
1. ai-for-medical-diagnosis/02_evaluating-models/01_key-evaluation-metrics/01_sensitivity-specificity-and-evaluation-metrics.mp4 7.9 MB
3. ai-for-medical-treatment/03_ml-interpretation/01_feature-importance/01_drop-column-method.mp4 7.8 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/02_customizing-risk-models-to-individual-patients/08_risk-factor-increase-or-decrease.mp4 7.7 MB
2. ai-for-medical-prognosis/01_linear-prognostic-models/05_evaluating-prognostic-models/03_c-index.mp4 7.6 MB
3. ai-for-medical-treatment/01_treatment-effect-estimation/02_randomized-control-trials/01_absolute-risk-reduction.mp4 7.5 MB
2. ai-for-medical-prognosis/02_prognosis-with-tree-based-models/03_using-imputation-to-handle-missing-data/02_mean-imputation.mp4 7.4 MB
3. ai-for-medical-treatment/01_treatment-effect-estimation/04_individualized-treatment-effect/01_evaluate-individualized-treatment-effect.mp4 7.3 MB
1. ai-for-medical-diagnosis/03_image-segmentation-on-mri-images/02_image-segmentation/01_mri-data-and-image-registration.mp4 7.3 MB
2. ai-for-medical-prognosis/02_prognosis-with-tree-based-models/01_tree-based-models/05_how-to-fix-overfitting.mp4 7.3 MB
2. ai-for-medical-prognosis/01_linear-prognostic-models/04_representing-feature-interactions/01_risk-score-computation.mp4 7.1 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/03_handling-class-imbalance-and-small-training-sets/01_building-and-training-a-model-for-medical-diagnosis.mp4 7.1 MB
2. ai-for-medical-prognosis/03_survival-models-and-time/01_survival-estimates/02_survival-function.mp4 7.0 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/02_applications-of-computer-vision-to-medical-diagnosis/01_medical-image-diagnosis.mp4 7.0 MB
3. ai-for-medical-treatment/02_medical-question-answering/03_evaluate-automatic-labeling/02_precision-recall-and-f1-score.mp4 7.0 MB
3. ai-for-medical-treatment/03_ml-interpretation/05_acknowledgments/02_citations_1610.02391.pdf 6.9 MB
3. ai-for-medical-treatment/02_medical-question-answering/03_evaluate-automatic-labeling/03_evaluating-on-multiple-disease-categories.mp4 6.8 MB
2. ai-for-medical-prognosis/02_prognosis-with-tree-based-models/01_tree-based-models/02_decision-trees.mp4 6.8 MB
1. ai-for-medical-diagnosis/02_evaluating-models/01_key-evaluation-metrics/03_sensitivity-specificity-and-prevalence.mp4 6.8 MB
2. ai-for-medical-prognosis/01_linear-prognostic-models/05_evaluating-prognostic-models/01_evaluating-prognostic-models.mp4 6.7 MB
1. ai-for-medical-diagnosis/02_evaluating-models/03_interpreting-confidence-intervals-correctly/03_95-confidence-interval.mp4 6.6 MB
2. ai-for-medical-prognosis/02_prognosis-with-tree-based-models/02_identifying-missing-data/01_survival-data.mp4 6.5 MB
3. ai-for-medical-treatment/03_ml-interpretation/02_individual-feature-importance/01_individual-feature-importance.mp4 6.4 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/02_applications-of-computer-vision-to-medical-diagnosis/02_eye-disease-and-cancer-diagnosis.mp4 6.3 MB
2. ai-for-medical-prognosis/03_survival-models-and-time/03_estimate-survival-with-censored-data/07_calculating-probabilities-from-the-data.mp4 6.2 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/04_checking-your-model-performance/01_model-testing.mp4 6.1 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/02_customizing-risk-models-to-individual-patients/01_individualized-predictions.mp4 6.0 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/01_survival-and-hazard-functions/01_hazard-functions.mp4 6.0 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/02_customizing-risk-models-to-individual-patients/06_effect-of-age-on-hazard.mp4 6.0 MB
3. ai-for-medical-treatment/02_medical-question-answering/01_question-answering/03_define-the-answer-in-a-text.mp4 6.0 MB
1. ai-for-medical-diagnosis/03_image-segmentation-on-mri-images/01_exploring-mri-data/01_medical-image-segmentation.mp4 6.0 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/01_survival-and-hazard-functions/04_cumulative-hazard.mp4 5.9 MB
3. ai-for-medical-treatment/03_ml-interpretation/03_interpreting-deep-learning-models/02_localization-maps.mp4 5.8 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/04_evaluate-survival-models/04_example-of-harrells-c-index.mp4 5.8 MB
3. ai-for-medical-treatment/01_treatment-effect-estimation/03_average-treatment-effect/04_conditional-average-treatment-effect.mp4 5.7 MB
2. ai-for-medical-prognosis/02_prognosis-with-tree-based-models/02_identifying-missing-data/06_missing-not-at-random.mp4 5.7 MB
2. ai-for-medical-prognosis/03_survival-models-and-time/03_estimate-survival-with-censored-data/02_died-immediately-or-never-die.mp4 5.7 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/03_handling-class-imbalance-and-small-training-sets/05_impact-of-class-imbalance-on-loss-calculation.mp4 5.6 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/03_handling-class-imbalance-and-small-training-sets/10_generating-more-samples.mp4 5.6 MB
3. ai-for-medical-treatment/03_ml-interpretation/03_interpreting-deep-learning-models/01_interpreting-cnn-models.mp4 5.6 MB
3. ai-for-medical-treatment/03_ml-interpretation/02_individual-feature-importance/03_combining-importances.mp4 5.6 MB
1. ai-for-medical-diagnosis/03_image-segmentation-on-mri-images/02_image-segmentation/07_loss-function-for-image-segmentation.mp4 5.5 MB
2. ai-for-medical-prognosis/02_prognosis-with-tree-based-models/03_using-imputation-to-handle-missing-data/01_imputation.mp4 5.5 MB
2. ai-for-medical-prognosis/02_prognosis-with-tree-based-models/02_identifying-missing-data/05_missing-at-random.mp4 5.5 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/04_evaluate-survival-models/06_week-4-summary.mp4 5.5 MB
1. ai-for-medical-diagnosis/03_image-segmentation-on-mri-images/03_practical-considerations/01_different-populations-and-diagnostic-technology.mp4 5.4 MB
1. ai-for-medical-diagnosis/03_image-segmentation-on-mri-images/02_image-segmentation/02_segmentation.mp4 5.3 MB
3. ai-for-medical-treatment/01_treatment-effect-estimation/03_average-treatment-effect/06_s-learner.mp4 5.3 MB
3. ai-for-medical-treatment/01_treatment-effect-estimation/03_average-treatment-effect/03_average-treatment-effect.mp4 5.3 MB
3. ai-for-medical-treatment/02_medical-question-answering/02_automatic-labeling/01_automatic-label-extraction-for-medical-imaging.mp4 5.2 MB
2. ai-for-medical-prognosis/03_survival-models-and-time/01_survival-estimates/03_valid-survival-functions.mp4 5.2 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/02_customizing-risk-models-to-individual-patients/05_smoker-vs-non-smoker.mp4 5.1 MB
3. ai-for-medical-treatment/01_treatment-effect-estimation/02_randomized-control-trials/02_randomized-control-trials.mp4 5.1 MB
2. ai-for-medical-prognosis/01_linear-prognostic-models/02_what-is-the-risk-of-getting-a-disease/01_medical-prognosis.mp4 5.1 MB
2. ai-for-medical-prognosis/02_prognosis-with-tree-based-models/01_tree-based-models/03_dividing-the-input-space.mp4 5.1 MB
2. ai-for-medical-prognosis/03_survival-models-and-time/03_estimate-survival-with-censored-data/08_comparing-estimates.mp4 5.0 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/02_customizing-risk-models-to-individual-patients/02_relative-risk.mp4 5.0 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/01_survival-and-hazard-functions/02_hazard.mp4 5.0 MB
2. ai-for-medical-prognosis/02_prognosis-with-tree-based-models/02_identifying-missing-data/02_different-distributions.mp4 4.9 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/04_evaluate-survival-models/05_example-of-concordant-pairs.mp4 4.9 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/03_handling-class-imbalance-and-small-training-sets/04_binary-cross-entropy-loss-function.mp4 4.9 MB
2. ai-for-medical-prognosis/01_linear-prognostic-models/03_prognostic-models-in-medical-practice/01_examples-of-prognostic-tasks.mp4 4.8 MB
2. ai-for-medical-prognosis/03_survival-models-and-time/01_survival-estimates/01_survival-models.mp4 4.7 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/03_handling-class-imbalance-and-small-training-sets/09_working-with-a-small-training-set.mp4 4.6 MB
2. ai-for-medical-prognosis/02_prognosis-with-tree-based-models/02_identifying-missing-data/04_missing-completely-at-random.mp4 4.6 MB
3. ai-for-medical-treatment/03_ml-interpretation/01_feature-importance/02_permutation-method.mp4 4.6 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/04_checking-your-model-performance/03_sampling.mp4 4.5 MB
2. ai-for-medical-prognosis/03_survival-models-and-time/03_estimate-survival-with-censored-data/06_deriving-survival.mp4 4.5 MB
2. ai-for-medical-prognosis/02_prognosis-with-tree-based-models/03_using-imputation-to-handle-missing-data/03_regression-imputation.mp4 4.5 MB
1. ai-for-medical-diagnosis/03_image-segmentation-on-mri-images/02_image-segmentation/04_2d-u-net-and-3d-u-net.mp4 4.4 MB
1. ai-for-medical-diagnosis/02_evaluating-models/03_interpreting-confidence-intervals-correctly/02_confidence-intervals.mp4 4.4 MB
2. ai-for-medical-prognosis/01_linear-prognostic-models/03_prognostic-models-in-medical-practice/04_risk-of-heart-disease.mp4 4.4 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/03_handling-class-imbalance-and-small-training-sets/08_multi-task-loss-dataset-size-and-cnn-architectures.mp4 4.3 MB
2. ai-for-medical-prognosis/02_prognosis-with-tree-based-models/02_identifying-missing-data/03_missing-data-example.mp4 4.3 MB
3. ai-for-medical-treatment/01_treatment-effect-estimation/03_average-treatment-effect/05_t-learner.mp4 4.3 MB
2. ai-for-medical-prognosis/02_prognosis-with-tree-based-models/01_tree-based-models/04_building-a-decision-tree.mp4 4.2 MB
2. ai-for-medical-prognosis/03_survival-models-and-time/02_time-to-event-data/01_collecting-time-data.mp4 4.1 MB
3. ai-for-medical-treatment/02_medical-question-answering/02_automatic-labeling/03_is-a-relationships-for-labels.mp4 4.1 MB
2. ai-for-medical-prognosis/03_survival-models-and-time/02_time-to-event-data/02_when-a-stroke-is-not-observed.mp4 4.1 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/03_non-linear-risk-models-with-survival-trees/05_mortality-score.mp4 4.0 MB
2. ai-for-medical-prognosis/01_linear-prognostic-models/03_prognostic-models-in-medical-practice/03_liver-disease-mortality.mp4 4.0 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/04_evaluate-survival-models/02_permissible-and-non-permissible-pairs.mp4 4.0 MB
3. ai-for-medical-treatment/03_ml-interpretation/02_individual-feature-importance/04_shapley-values-for-all-patients.mp4 3.9 MB
1. ai-for-medical-diagnosis/02_evaluating-models/02_threshold-and-evaluation-metrics/02_varying-the-threshold.mp4 3.9 MB
1. ai-for-medical-diagnosis/02_evaluating-models/02_threshold-and-evaluation-metrics/01_roc-curve-and-threshold.mp4 3.8 MB
2. ai-for-medical-prognosis/02_prognosis-with-tree-based-models/03_using-imputation-to-handle-missing-data/04_calculate-imputed-values.mp4 3.8 MB
2. ai-for-medical-prognosis/03_survival-models-and-time/02_time-to-event-data/03_heart-attack-data.mp4 3.6 MB
3. ai-for-medical-treatment/02_medical-question-answering/03_evaluate-automatic-labeling/01_evaluating-label-extraction.mp4 3.6 MB
3. ai-for-medical-treatment/01_treatment-effect-estimation/04_individualized-treatment-effect/02_c-for-benefit.mp4 3.5 MB
3. ai-for-medical-treatment/02_medical-question-answering/01_question-answering/02_handling-words-with-multiple-meanings.mp4 3.5 MB
2. ai-for-medical-prognosis/01_linear-prognostic-models/03_prognostic-models-in-medical-practice/02_atrial-fibrillation.mp4 3.4 MB
2. ai-for-medical-prognosis/01_linear-prognostic-models/05_evaluating-prognostic-models/02_concordant-pairs-risk-ties-permissible-pairs.mp4 3.3 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/02_customizing-risk-models-to-individual-patients/07_risk-factor-increase-per-unit-increase-in-a-variable.mp4 3.3 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/02_customizing-risk-models-to-individual-patients/04_individual-vs-baseline-hazard.mp4 3.2 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/01_survival-and-hazard-functions/03_survival-to-hazard.mp4 3.2 MB
3. ai-for-medical-treatment/02_medical-question-answering/02_automatic-labeling/02_synonyms-for-labels.mp4 3.2 MB
1. ai-for-medical-diagnosis/02_evaluating-models/03_interpreting-confidence-intervals-correctly/01_sampling-from-the-total-population.mp4 3.2 MB
1. ai-for-medical-diagnosis/03_image-segmentation-on-mri-images/03_practical-considerations/02_external-validation.mp4 3.2 MB
2. ai-for-medical-prognosis/03_survival-models-and-time/03_estimate-survival-with-censored-data/05_chain-rule-of-conditional-probability.mp4 3.2 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/03_handling-class-imbalance-and-small-training-sets/02_training-prediction-and-loss.mp4 3.1 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/04_evaluate-survival-models/03_possible-permissible-pairs.mp4 3.1 MB
1. ai-for-medical-diagnosis/02_evaluating-models/01_key-evaluation-metrics/05_confusion-matrix.mp4 3.0 MB
1. ai-for-medical-diagnosis/03_image-segmentation-on-mri-images/02_image-segmentation/06_data-augmentation-for-segmentation.mp4 3.0 MB
1. ai-for-medical-diagnosis/02_evaluating-models/01_key-evaluation-metrics/04_ppv-npv.mp4 3.0 MB
2. ai-for-medical-prognosis/03_survival-models-and-time/03_estimate-survival-with-censored-data/04_using-censored-data.mp4 2.9 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/02_customizing-risk-models-to-individual-patients/03_ranking-patients-by-risk.mp4 2.9 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/03_handling-class-imbalance-and-small-training-sets/07_multi-task.mp4 2.8 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/03_handling-class-imbalance-and-small-training-sets/06_resampling-to-achieve-balanced-classes.mp4 2.8 MB
3. ai-for-medical-treatment/03_ml-interpretation/02_individual-feature-importance/02_shapley-values.mp4 2.8 MB
2. ai-for-medical-prognosis/03_survival-models-and-time/02_time-to-event-data/04_right-censoring.mp4 2.8 MB
2. ai-for-medical-prognosis/03_survival-models-and-time/03_estimate-survival-with-censored-data/03_somewhere-in-between.mp4 2.8 MB
3. ai-for-medical-treatment/02_medical-question-answering/02_automatic-labeling/04_presence-or-absence-of-a-disease.mp4 2.7 MB
2. ai-for-medical-prognosis/03_survival-models-and-time/03_estimate-survival-with-censored-data/01_estimating-the-survival-function.mp4 2.7 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/04_checking-your-model-performance/02_splitting-data-by-patient.mp4 2.7 MB
1. ai-for-medical-diagnosis/02_evaluating-models/01_key-evaluation-metrics/02_accuracy-in-terms-of-conditional-probability.mp4 2.6 MB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/03_non-linear-risk-models-with-survival-trees/04_comparing-risks-of-patients.mp4 2.5 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/03_handling-class-imbalance-and-small-training-sets/03_image-classification-and-class-imbalance.mp4 2.5 MB
1. ai-for-medical-diagnosis/01_disease-detection-with-computer-vision/04_checking-your-model-performance/04_ground-truth-and-consensus-voting.mp4 2.3 MB
3. ai-for-medical-treatment/03_ml-interpretation/05_acknowledgments/02_citations_1706.03461.pdf 1.9 MB
1. ai-for-medical-diagnosis/03_image-segmentation-on-mri-images/02_image-segmentation/05_more-about-u-net-optional_1505.04597.pdf 1.6 MB
1. ai-for-medical-diagnosis/03_image-segmentation-on-mri-images/06_summary-of-ai-for-medical-diagnosis/03_citations_1902.09063.pdf 998.4 KB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/06_congratulations/04_citations_abm_17.pdf 628.7 KB
2. ai-for-medical-prognosis/04_build-a-risk-model-using-linear-and-tree-based-models/06_congratulations/04_citations_0811.1645.pdf 373.3 KB
3. ai-for-medical-treatment/01_treatment-effect-estimation/03_average-treatment-effect/01_clarifications-about-upcoming-causal-inference_instructions.html 370.7 KB
3. ai-for-medical-treatment/03_ml-interpretation/05_acknowledgments/02_citations_randomforest2001.pdf 120.9 KB
1. ai-for-medical-diagnosis/03_image-segmentation-on-mri-images/06_summary-of-ai-for-medical-diagnosis/03_citations_1705.02315 50.9 KB
3. ai-for-medical-treatment/03_ml-interpretation/05_acknowledgments/02_citations_1901.07031 49.5 KB
3. ai-for-medical-treatment/03_ml-interpretation/05_acknowledgments/02_citations_1810.04805 45.3 KB
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