SCCI Digital Library and Forum

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

S# Lecture Course Institute Instructor Discipline
51
Handling Missing Data: Weighting-Case 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
52
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
53
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
54
Integrating EDA into Confirmatory 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
55
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
56
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
57
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
58
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
59
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
60
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
61
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
62
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
63
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
64
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
65
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
66
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
67
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
68
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
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