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Machine Learning for Healthcare (Spring 2019) (M-I-T)

(25 Lectures Available)

S# Lecture Course Institute Instructor Discipline
1
  • Lecture 10: Application of Machine Learning to Cardiac Imaging (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
2
  • Lecture 11: Differential Diagnosis (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
3
  • Lecture 12: Machine Learning for Pathology (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
4
  • Lecture 13: Machine Learning for Mammography (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
5
  • Lecture 14: Causal Inference, Part 1 (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
6
  • Lecture 15: Causal Inference, Part 2 (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
7
  • Lecture 16: Reinforcement Learning, Part 1 (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
8
  • Lecture 17: Reinforcement Learning, Part 2 (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
9
  • Lecture 18: Disease Progression Modeling and Subtyping, Part 1 (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
10
  • Lecture 19: Disease Progression Modeling and Subtyping, Part 2 (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
11
  • Lecture 1: What Makes Healthcare Unique? (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
12
  • Lecture 20: Precision Medicine (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
13
  • Lecture 21: Automating Clinical Work Flows (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
14
  • Lecture 22: Regulation of Machine Learning / Artificial Intelligence in the US (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
15
  • Lecture 23: Fairness (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
16
  • Lecture 24: Robustness to Dataset Shift (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
17
  • Lecture 25: Interpretability (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
18
  • Lecture 2: Overview of Clinical Care (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
19
  • Lecture 3: Deep Dive Into Clinical Data (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
20
  • Lecture 4: Risk Stratification, Part 1 (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
21
  • Lecture 5: Risk Stratification, Part 2 (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
22
  • Lecture 6: Physiological Time-Series (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
23
  • Lecture 7: Natural Language Processing (NLP), Part 1 (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
24
  • Lecture 8: Natural Language Processing (NLP), Part 2 (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences
25
  • Lecture 9: Translating Technology Into the Clinic (M-I-T)
Machine Learning for Healthcare (Spring 2019) (M-I-T) MIT Prof. Dr. Peter Szolovits, Prof. Dr. David Sontag Basic and Health Sciences

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