| 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 |
|
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 |
|
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 |
|
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 |
|
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
|