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MIT_6S897_Machine_Learning_for_Healthcare_Spring_2019
13_Machine_Learning_for_Mammography.txt
ADAM YALA: OK, great. Well, thank you for the great setup. So for this section, I'm gonna talk about some of our work in interpreting mammograms for cancer. Specifically it's going to go into cancer detection and triage mammograms. Next, we'll talk about our technical approach in breast cancer risk. And then finally cl...
MIT_6S897_Machine_Learning_for_Healthcare_Spring_2019
16_Reinforcement_Learning_Part_1.txt
PROFESSOR: Hi, everyone. We're getting started now. So this week's lecture is really picking up where last week's left off. You may remember we spent the last week talking about cause inference. And I told you how, for last week, we're going to focus on a one-time setting. Well, as we know, lots of medicine has to do w...
MIT_6S897_Machine_Learning_for_Healthcare_Spring_2019
1_What_Makes_Healthcare_Unique.txt
[CLICK] DAVID SONTAG: So welcome to spring 2019 Machine Learning for Healthcare. My name is David Sontag. I'm a professor in computer science. Also I'm in the Institute for Medical Engineering and Science. My co-instructor today will be Pete Szolovits, who I'll introduce more towards the end of today's lecture, along w...
MIT_6S897_Machine_Learning_for_Healthcare_Spring_2019
5_Risk_Stratification_Part_2.txt
"[CLICK] [SQUEAK] [PAGES RUSTLING] [MOUSE DOUBLE-CLICKS] PROFESSOR: So today we'll be continuing alo(...TRUNCATED)
MIT_6S897_Machine_Learning_for_Healthcare_Spring_2019
24_Robustness_to_Dataset_Shift.txt
"[SQUEAKING] [RUSTLING] [CLICKING] DAVID SONTAG: OK, so then today's lecture is going to be about da(...TRUNCATED)
MIT_6S897_Machine_Learning_for_Healthcare_Spring_2019
25_Interpretability.txt
"PROFESSOR: OK, so the last topic for the class is interpretability. As you know, the modern machine(...TRUNCATED)
MIT_6S897_Machine_Learning_for_Healthcare_Spring_2019
9_Translating_Technology_Into_the_Clinic.txt
"PETER SZOLOVITS: Fortunately, I have a guest today, Dr. Adam Wright, who will be doing an interview(...TRUNCATED)
MIT_6S897_Machine_Learning_for_Healthcare_Spring_2019
22_Regulation_of_Machine_Learning_Artificial_Intelligence_in_the_US.txt
"PROFESSOR: All right. Let's get started. Welcome, ladies and gentlemen. Today it's my pleasure to i(...TRUNCATED)
MIT_6S897_Machine_Learning_for_Healthcare_Spring_2019
18_Disease_Progression_Modeling_and_Subtyping_Part_1.txt
"DAVID SONTAG: So we're done with our segment on causal inference and reinforcement learning. And fo(...TRUNCATED)
MIT_6S897_Machine_Learning_for_Healthcare_Spring_2019
8_Natural_Language_Processing_NLP_Part_2.txt
"PETER SZOLOVITS: All right. Let's get started. Good afternoon. So last time, I started talking abou(...TRUNCATED)
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