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Collaborative Data Science for Healthcare (Fall 2020) (M-I-T)

(73 Lectures Available)

S# Lecture Course Institute Instructor Discipline
51
  • Reproducibility in Critical Care - Theoretical Concepts (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
52
  • Sensitivity Analysis (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
53
  • Statistical Methods (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
54
  • Summary (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
55
  • Technologies Driving Healthcare AI (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
56
  • The Clinical Scenario: Impact of Indwelling Arterial Catheters (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
57
  • The Prerequisite for High-Quality Data Analytics (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
58
  • Trees: Bias-Variance Tradeoff (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
59
  • Trees: Bootstrapping (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
60
  • Trees: Evaluating Performance (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
61
  • Trees: How to build decision trees (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
62
  • Trees: Medical Data (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
63
  • Trees: Prediction vs. Interpretation (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
64
  • Trees: Summary (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
65
  • Tutorial on Regression Models (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
66
  • Types of observational studies (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
67
  • Utilizing Healthcare Data (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
68
  • Valid Ranges of Features (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
69
  • What is Data Analysis? (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
70
  • What Is Exploratory Data Analysis? (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
71
  • What Is Hypothesis Testing (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
72
  • Workshop (Optional) (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences
73
  •  Causal Inference  Overview (M-I-T)
Collaborative Data Science for Healthcare (Fall 2020) (M-I-T) MIT Dr. Leo Celi, Dr. Louis Agha-Mir-Salim, and Marie-Laure Charpignon Basic and Health Sciences

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