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

(73 Lectures Available)

S# Lecture Course Institute Instructor Discipline
26
  • Intervention/Exposure (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
27
  • Introduction (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
28
  • Introduction to Regression Analysis: Part I (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
29
  • Introduction to Regression Analysis: Part II (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
30
  • Iris Dataset and Decision Tree Introduction (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
31
  • Linear Regression: Reinforcement Material (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
32
  • Logistic Regression: Contingency Tables (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
33
  • Logistic Regression: 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
34
  • Logistic Regression: 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
35
  • Machine Intelligence (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
36
  • Machine Learning Powered Medical Diagnostics: An Example (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
37
  • Medicine Rebuilt As Data Science (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
38
  • Missing 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
39
  • Multiple Testing And Spurious Findings (Example: Dead Salmon Study) (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
40
  • Noisy and Inconsistent 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
41
  • Notations (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
42
  • Outcome (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
43
  • Patients (cohort/sample) (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
44
  • PICO Framework (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
45
  • PICO 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
46
  • Randomized Controlled Trials (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
47
  • Real-world 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
48
  • Reasons for Concern (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
49
  • Relational Databases (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
50
  • Reproducibility Crisis (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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