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BMI 702, Spring 24
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marinkaz committed Jan 25, 2024
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2 changes: 1 addition & 1 deletion _config.yml
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permalink: pretty
aux_links:
Canvas:
- 'https://canvas.harvard.edu/courses/117878'
- 'https://canvas.harvard.edu/courses/134015'
Harvard DBMI:
- 'https://dbmi.hms.harvard.edu'
Zitnik Lab:
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8 changes: 4 additions & 4 deletions _modules/week-01.md
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Expand Up @@ -4,10 +4,10 @@ title: Week 1

Course overview and introduction to biomedical AI

Jan 23
Jan 25
: **Lecture**{: .label .label-purple }[What makes biomedical problems unique](/BMI702/lectures/week01)
: [Slides](/BMI702/assets/zitnik-BMI702-L1.pdf), [Reading List](/BMI702/lectures/week01)

Jan 24
: **Quiz**{: .label .label-green }[Week 2 pre-class quiz](#) (due Jan 29)
: [Canvas](https://canvas.harvard.edu/courses/117878)
Jan 26
: **Quiz**{: .label .label-green }[Week 2 pre-class quiz](#) (due Feb 1)
: [Canvas](https://canvas.harvard.edu/courses/134015)
10 changes: 5 additions & 5 deletions _modules/week-02.md
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Clinical research using EHR data, subtype discovery, disease diagnosis and prognosis prediction

Jan 30
Feb 1
: **Module 1**{: .label .label-blue }**Lecture**{: .label .label-purple }[Clinical AI Part I](/BMI702/lectures/module1/week02)
: [Slides](/BMI702/assets/zitnik-BMI702-L2.pdf), [Reading List](/BMI702/lectures/module1/week02)
: [Slides](#), [Reading List](/BMI702/lectures/module1/week02)

Jan 31
: **Quiz**{: .label .label-green }[Week 3 pre-class quiz](#) (due Feb 5)
: [Canvas](https://canvas.harvard.edu/courses/117878)
Feb 2
: **Quiz**{: .label .label-green }[Week 3 pre-class quiz](#) (due Feb 8)
: [Canvas](https://canvas.harvard.edu/courses/134015)
12 changes: 6 additions & 6 deletions _modules/week-03.md
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title: Week 3
---

Multi-institutional EHR systems, transfer learning, federated learning, clinical workflows
Multi-institutional EHR, transfer learning, federated learning

Feb 6
Feb 8
: **Module 1**{: .label .label-blue }**Lecture**{: .label .label-purple }[Clinical AI Part II](/BMI702/lectures/module1/week03)
: [Slides](/BMI702/assets/zitnik-BMI702-L3.pdf), [Reading List](/BMI702/lectures/module1/week03)
: [Slides](#), [Reading List](/BMI702/lectures/module1/week03)

Feb 7
: **Quiz**{: .label .label-green }[Week 4 pre-class quiz](#) (due Feb 12)
: [Canvas](https://canvas.harvard.edu/courses/117878)
Feb 9
: **Quiz**{: .label .label-green }[Week 4 pre-class quiz](#) (due Feb 15)
: [Canvas](https://canvas.harvard.edu/courses/134015)
14 changes: 7 additions & 7 deletions _modules/week-04.md
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title: Week 4
---

Interpretability and explainability in biomedical AI
Interpretability and explainability, bias and distribution shifts

Feb 13
: **Module 2**{: .label .label-blue }**Lecture**{: .label .label-purple }[Trustworthy AI Part I](/BMI702/lectures/module2/week04)
: [Slides](/BMI702/assets/zitnik-BMI702-L4.pdf), [Reading List](/BMI702/lectures/module2/week04)
Feb 15
: **Module 2**{: .label .label-blue }**Lecture**{: .label .label-purple }[Trustworthy & Efficient AI Part I](/BMI702/lectures/module2/week04)
: [Slides](#), [Reading List](/BMI702/lectures/module2/week04)

Feb 13
: **Quiz**{: .label .label-green }[Week 5 pre-class quiz](#) (due Feb 26)
: [Canvas](https://canvas.harvard.edu/courses/117878)
Feb 16
: **Quiz**{: .label .label-green }[Week 5 pre-class quiz](#) (due Feb 22)
: [Canvas](https://canvas.harvard.edu/courses/134015)
20 changes: 10 additions & 10 deletions _modules/week-05.md
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title: Week 5
---

Bias and fairness in biomedical AI
Few-shot learning, scaling laws, generalization and robustness

Feb 27
: **Module 2**{: .label .label-blue }**Lecture**{: .label .label-purple }[Trustworthy AI Part II](/BMI702/lectures/module2/week05)
: [Slides](/BMI702/assets/zitnik-BMI702-L5.pdf), [Reading List](/BMI702/lectures/module2/week05)
Feb 22
: **Module 2**{: .label .label-blue }**Lecture**{: .label .label-purple }[Trustworthy & Efficient AI Part II](/BMI702/lectures/module2/week05)
: [Slides](#), [Reading List](/BMI702/lectures/module2/week05)

Feb 28
: **Quiz**{: .label .label-green }[Week 6 pre-class quiz](#) (due Mar 5)
: [Canvas](https://canvas.harvard.edu/courses/117878)
Feb 23
: **Quiz**{: .label .label-green }[Week 6 pre-class quiz](#) (due Feb 29)
: [Canvas](https://canvas.harvard.edu/courses/134015)

Mar 1
: **PSet released**{: .label .label-yellow }[PSet 1: Bias, explainability, and fairness](#)
: [Canvas](https://canvas.harvard.edu/courses/117878)
Feb 23
: **PSet released**{: .label .label-yellow }[PSet 1: Bias, trustworthiness, and fairness](#)
: [Canvas](https://canvas.harvard.edu/courses/134015)
10 changes: 5 additions & 5 deletions _modules/week-06.md
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Expand Up @@ -4,10 +4,10 @@ title: Week 6

Foundations of geometric deep learning, graph representation learning, link prediction, node classification, graph clustering, graph classification, semi-supervised learning, label propagation, network medicine, disease modules and endotypes

Mar 6
Feb 29
: **Module 3**{: .label .label-blue }**Lecture**{: .label .label-purple }[Biomedical graph learning Part I](/BMI702/lectures/module3/week06)
: [Slides](/BMI702/assets/zitnik-BMI702-L6.pdf), [Reading List](/BMI702/lectures/module3/week06)
: [Slides](#), [Reading List](/BMI702/lectures/module3/week06)

Mar 7
: **Quiz**{: .label .label-green }[Week 7 pre-class quiz](#) (due Mar 12)
: [Canvas](https://canvas.harvard.edu/courses/117878)
Mar 1
: **Quiz**{: .label .label-green }[Week 7 pre-class quiz](#) (due Mar 7)
: [Canvas](https://canvas.harvard.edu/courses/134015)
16 changes: 8 additions & 8 deletions _modules/week-07.md
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Expand Up @@ -4,14 +4,14 @@ title: Week 7

Machine learning with heterogeneous graphs, multimodal learning, graph neural networks, knowledge graph embeddings, reasoning over knowledge graphs

Mar 20
Mar 7
: **Module 3**{: .label .label-blue }**Lecture**{: .label .label-purple }[Biomedical graph learning Part II](/BMI702/lectures/module3/week07)
: [Slides - Part 1](/BMI702/assets/zitnik-BMI702-L7-Part-1.pdf), [Slides - Part 2](/BMI702/assets/li-BMI702-L7-Part-2.pdf), [Reading List](/BMI702/lectures/module3/week07)
: [Slides - Part 1](#), [Slides - Part 2](#), [Reading List](/BMI702/lectures/module3/week07)

Mar 21
: **Quiz**{: .label .label-green }[Week 8 pre-class quiz](#) (due Mar 26)
: [Canvas](https://canvas.harvard.edu/courses/117878)
Mar 8
: **Quiz**{: .label .label-green }[Week 8 pre-class quiz](#) (due Mar 21)
: [Canvas](https://canvas.harvard.edu/courses/134015)

Mar 22
: **PSet due**{: .label .label-yellow }[PSet 1: Bias, explainability, and fairness](#)
: [Canvas](https://canvas.harvard.edu/courses/117878)
Mar 8
: **PSet due**{: .label .label-yellow }[PSet 1: Bias, trustworthiness, and fairness](#)
: [Canvas](https://canvas.harvard.edu/courses/134015)
16 changes: 8 additions & 8 deletions _modules/week-08.md
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Expand Up @@ -4,14 +4,14 @@ title: Week 8

Foundations of natural language processing and understanding

Mar 27
Mar 21
: **Module 4**{: .label .label-blue }**Lecture**{: .label .label-purple }[Medical language modeling Part I](/BMI702/lectures/module4/week08)
: [Slides](/BMI702/assets/li-BMI702-L8.pdf), [Reading List](/BMI702/lectures/module4/week08)
: [Slides](#), [Reading List](/BMI702/lectures/module4/week08)

Mar 28
: **Quiz**{: .label .label-green }[Week 9 pre-class quiz](#) (due Apr 2)
: [Canvas](https://canvas.harvard.edu/courses/117878)
Mar 22
: **Quiz**{: .label .label-green }[Week 9 pre-class quiz](#) (due Mar 28)
: [Canvas](https://canvas.harvard.edu/courses/134015)

Mar 29
: **PSet released**{: .label .label-yellow }[PSet 2: Biomedical networks and graph embeddings](#)
: [Canvas](https://canvas.harvard.edu/courses/117878)
Mar 22
: **PSet released**{: .label .label-yellow }[PSet 2: Knowledge graphs and geometric deep learning](#)
: [Canvas](https://canvas.harvard.edu/courses/134015)
10 changes: 5 additions & 5 deletions _modules/week-09.md
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Expand Up @@ -4,10 +4,10 @@ title: Week 9

Clinical trial site identification, patient trial matching, clinical trial recruitment

Apr 3
Mar 28
: **Module 4**{: .label .label-blue }**Lecture**{: .label .label-purple }[Medical language modeling Part II](/BMI702/lectures/module4/week09)
: [Slides](/BMI702/assets/zitnik-BMI702-L9.pdf), [Reading List](/BMI702/lectures/module4/week09)
: [Slides](#), [Reading List](/BMI702/lectures/module4/week09)

Apr 4
: **Quiz**{: .label .label-green }[Week 10 pre-class quiz](#) (due Apr 9)
: [Canvas](https://canvas.harvard.edu/courses/117878)
Apr 29
: **Quiz**{: .label .label-green }[Week 10 pre-class quiz](#) (due Apr 4)
: [Canvas](https://canvas.harvard.edu/courses/134015)
16 changes: 8 additions & 8 deletions _modules/week-10.md
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Expand Up @@ -4,14 +4,14 @@ title: Week 10

Foundations of biomedical imaging, self-supervised learning, analysis of radiology images

Apr 10
Apr 4
: **Module 5**{: .label .label-blue }**Lecture**{: .label .label-purple }[Biomedical imaging Part I](/BMI702/lectures/module5/week10)
: [Slides](/BMI702/assets/rajpurkar-BMI702-L10.pdf), [Reading List](/BMI702/lectures/module5/week10)
: [Slides](#), [Reading List](/BMI702/lectures/module5/week10)

Apr 11
: **Quiz**{: .label .label-green }[Week 11 pre-class quiz](#) (due Apr 16)
: [Canvas](https://canvas.harvard.edu/courses/117878)
Apr 5
: **Quiz**{: .label .label-green }[Week 11 pre-class quiz](#) (due Apr 11)
: [Canvas](https://canvas.harvard.edu/courses/134015)

Apr 12
: **PSet due**{: .label .label-yellow }[PSet 2: Biomedical networks and graph embeddings](#)
: [Canvas](https://canvas.harvard.edu/courses/117878)
Apr 5
: **PSet due**{: .label .label-yellow }[PSet 2: Knowledge graphs and geometric deep learning](#)
: [Canvas](https://canvas.harvard.edu/courses/134015)
14 changes: 7 additions & 7 deletions _modules/week-11.md
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Expand Up @@ -4,14 +4,14 @@ title: Week 11

Multimodal learning, analysis of histopathology slides, quantitative pathology in cancer diagnosis and prognosis

Apr 17
Apr 11
: **Module 5**{: .label .label-blue }**Lecture**{: .label .label-purple }[Biomedical imaging Part II](/BMI702/lectures/module5/week11)
: [Slides](https://drive.google.com/file/d/1w6ED8dOF8DKFgFdFbmwPNYZRT9z2HwCY/view?usp=share_link), [Reading List](/BMI702/lectures/module5/week11)
: [Slides](#), [Reading List](/BMI702/lectures/module5/week11)

Apr 18
: **Quiz**{: .label .label-green }[Week 12 pre-class quiz](#) (due Apr 23)
: [Canvas](https://canvas.harvard.edu/courses/117878)
Apr 12
: **Quiz**{: .label .label-green }[Week 12 pre-class quiz](#) (due Apr 18)
: [Canvas](https://canvas.harvard.edu/courses/134015)

Apr 19
Apr 12
: **PSet released**{: .label .label-yellow }[PSet 3: Biomedical imaging methods and applications](#)
: [Canvas](https://canvas.harvard.edu/courses/117878)
: [Canvas](https://canvas.harvard.edu/courses/134015)
14 changes: 7 additions & 7 deletions _modules/week-12.md
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title: Week 12
---

Overview of drug discovery and development, AI-guided drug design, small-molecule generation, molecule optimization, identification and characterization of therapeutic targets, high-throughput chemical and genetic perturbations
AI-guided drug design, small-molecule generation, molecule optimization, identification and characterization of therapeutic targets, design of chemical and genetic perturbations

Apr 24
: **Module 6**{: .label .label-blue }**Lecture**{: .label .label-purple }[Therapeutic science and drug discovery Part I](/BMI702/lectures/module6/week12)
: [Slides](/BMI702/assets/zitnik-BMI702-L12.pdf), [Reading List](/BMI702/lectures/module6/week12)
Apr 18
: **Module 6**{: .label .label-blue }**Lecture**{: .label .label-purple }[Generative AI Part I](/BMI702/lectures/module6/week12)
: [Slides](#), [Reading List](/BMI702/lectures/module6/week12)

Apr 25
: **Quiz**{: .label .label-green }[Week 13 pre-class quiz](#) (due Apr 30)
: [Canvas](https://canvas.harvard.edu/courses/117878)
Apr 19
: **Quiz**{: .label .label-green }[Week 13 pre-class quiz](#) (due Apr 25)
: [Canvas](https://canvas.harvard.edu/courses/134015)
18 changes: 9 additions & 9 deletions _modules/week-13.md
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title: Week 13
---

Label-efficient learning, few-shot learning, biomarker discovery, indication inference, drug repurposing, adverse event prediction
Protein design and digital twins

May 1
: **Module 6**{: .label .label-blue }**Lecture**{: .label .label-purple }[Therapeutic science and drug discovery Part II](/BMI702/lectures/module6/week13)
: [Slides](/BMI702/assets/zitnik-BMI702-L13.pdf), [Reading List](/BMI702/lectures/module6/week13)
Apr 25
: **Module 6**{: .label .label-blue }**Lecture**{: .label .label-purple }[Generative AI Part II](/BMI702/lectures/module6/week13)
: [Slides](#), [Reading List](/BMI702/lectures/module6/week13)

May 2
: **Quiz**{: .label .label-green }[Week 14 pre-class quiz](#) (due May 7)
: [Canvas](https://canvas.harvard.edu/courses/117878)
Apr 26
: **Quiz**{: .label .label-green }[Week 14 pre-class quiz](#) (due May 2)
: [Canvas](https://canvas.harvard.edu/courses/134015)

May 3
Apr 26
: **PSet due**{: .label .label-yellow }[PSet 3: Biomedical imaging methods and applications](#)
: [Canvas](https://canvas.harvard.edu/courses/117878)
: [Canvas](https://canvas.harvard.edu/courses/134015)
4 changes: 2 additions & 2 deletions _modules/week-14.md
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Introduction to ethical frameworks, data privacy, regulation and liability aspects of AI

May 8
May 2
: **Lecture**{: .label .label-purple }[Ethical and legal considerations for biomedical AI ](/BMI702/lectures/week14)
: [Slides](/BMI702/assets/gerke-BMI702-L14.pdf), [Reading List](/BMI702/lectures/week14)
: [Slides](#), [Reading List](/BMI702/lectures/week14)

2 changes: 1 addition & 1 deletion _sass/color_schemes/harvardred.scss
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// Layout
$gutter-spacing: $sp-6;
$gutter-spacing-sm: $sp-4;
$nav-width: 250px;
$nav-width: 300px;
$content-width: 950px;

// Components
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33 changes: 14 additions & 19 deletions _schedules/weekly.md
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schedule:
- name:
- name: Monday
events:
- name: Lecture
start: 1:00 PM
end: 3:00 PM
location: Armenise Modell 100A, 200 Longwood Ave
- name: OH Prof Zitnik
start: 3:00 PM
end: 4:00 PM
location: Countway 309, 10 Shattuck St
- name: Tuesday
events:
- name: OH Chen
start: 5:00 PM
end: 6:00 PM
location: Countway 423/424 Open area
- name: OH Ullanat
start: 3:00 PM
end: 4:00 PM
location: Countway 423/424
- name: Wednesday
- name: Thursday
events:
- name: OH Huang
start: 3:00 PM
- name: Lecture
start: 2:00 PM
end: 4:00 PM
location: Countway 423/424 Open area
location: Countway 403
- name: OH Prof Zitnik
start: 4:00 PM
end: 5:00 PM
location: Countway 309
- name: Friday
events:
- name: OH Ektefaie
start: 10:00 AM
end: 11:00 AM
location: Countway 423/424 Open area
start: 11:00 AM
end: 12:00 PM
location: Countway 423/424
---
2 changes: 1 addition & 1 deletion _staffers/marinka.md
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email: [email protected]
website: https://zitniklab.hms.harvard.edu
photo: marinka.png
office-hours: Mo, 3pm - 4pm
office-hours: Thu, 4pm - 5pm
---
8 changes: 0 additions & 8 deletions _staffers/richard.md

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8 changes: 8 additions & 0 deletions _staffers/varun.md
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---
name: Varun Ullanat
role: Staff
email: [email protected]
website: https://dbmi.hms.harvard.edu/people/varun-ullanat
photo: varun.png
office-hours: Tue, 3pm - 4pm
---
2 changes: 1 addition & 1 deletion _staffers/yasha.md
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email: [email protected]
website: https://www.yashaektefaie.com
photo: yasha.png
office-hours: Fri, 10am - 11am
office-hours: Fri, 11am - 12pm
---
8 changes: 0 additions & 8 deletions _staffers/yepeng.md

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