PRINCETON UNIVERSITY · UNITED STATES
Advanced Topics in Computer Science: Machine Learning for Structural Biology
Master's · Taught in en
At a glance
4 mo
Duration
—
IELTS
€47k
Tuition / yr
en
Language
Master's
Level
- Critically evaluate research papersResearch Skills
- Practice scientific communicationCommunication Skills
- Exposure to industry expertsGuest Speakers
- Covers AlphaFold2 and beyondLeading-edge Topics
- Focus on 3D biomolecular structuresSpecialized Focus
This seminar course explores the cutting-edge intersection of machine learning and structural biology, focusing on recent advancements that have revolutionized the study of protein and biomolecule structures. You will delve into how ML algorithms are applied to critical tasks such as protein structure prediction, determination, and computational protein design. The course emphasizes a holistic understanding of research papers, considering their historical context, algorithmic contributions, and their potential to drive scientific and drug discovery. The program is offered in the Fall term only and encourages applications from diverse academic backgrounds.
Curriculum
The course covers a non-exhaustive list of topics including an introduction to structural biology, protein structure prediction, computer vision in cryo-EM, computational protein design (e.g., antibody and vaccine design), physics-based modeling, and small molecule drug discovery. It also explores various algorithmic concepts and machine learning techniques.
- Fall Term
- Course overview; Introduction to machine learning in structural biology
- Protein structure prediction; CASP; Supervised learning; Protein-specific metrics
- Breakthroughs in protein structure prediction
- Protein structure determination I: Cryo-EM reconstruction
Frequently asked questions
- What is the application deadline for the Advanced Topics in Computer Science: Machine Learning for Structural Biology course?
- The application deadline is December 1st for Fall intake. This seminar course is part of the Ph.D. program in Molecular Biology at Princeton University.
- Are there specific academic prerequisites for this course?
- There are no rigid prerequisites, and applicants from diverse backgrounds including chemistry, physics, or mathematics are encouraged. An undergraduate degree is required.
- What are the tuition fees for this programme?
- All admitted students to the Ph.D. program in Molecular Biology receive full tuition coverage. This also includes a generous stipend and health insurance.
- How do I apply for this seminar course?
- You must follow the general Ph.D. application process for the Department of Molecular Biology through the Princeton Graduate School admission portal. This includes submitting transcripts, three letters of recommendation, and English language proficiency scores if required.
- Does Princeton offer a Master's degree in Machine Learning for Structural Biology?
- Princeton University does not offer a standalone Master's degree in this field. This seminar course is part of the Ph.D. program in Molecular Biology.
- What financial support is available for admitted students?
- All admitted Ph.D. students receive a stipend of $54,216 for the 2025-2026 academic year, along with full tuition coverage and health insurance.
Entry requirements
Undergraduate DegreeApplicants are encouraged from diverse academic backgrounds, including non-biology disciplines like chemistry, physics, or mathematics. There are no rigid prerequisites.
TOEFLOfficial scores required if stipulated by Princeton's English Language Proficiency policy. Use Institution Code 2672.
IELTSOfficial scores required if stipulated by Princeton's English Language Proficiency policy.
DETOfficial scores required if stipulated by Princeton's English Language Proficiency policy.
The Admission Committee thoroughly evaluates each application based on research experience, previous coursework, and letters of recommendation. There is no single deciding factor.
Fees
Tuition (international)All admitted students receive full tuition coverage.
Tuition (home)All admitted students receive full tuition coverage.
Living—
All admitted students to the Ph.D. program in Molecular Biology receive tuition, health insurance, and a generous stipend of $54,216 for the 2025-2026 academic year.
How to apply
1. Complete Online ApplicationFill out the web-based application form via the Princeton Graduate School admission portal. This is a Ph.D. program, as a standalone Master's degree is not offered.
2. Submit TranscriptsUpload scanned versions of your official transcripts obtained from your college or university.
3. Provide Letters of RecommendationArrange for three letters of recommendation to be submitted on your behalf.
4. Submit English Language Proficiency Scores (if required)If required by Princeton's English Language Proficiency policy, send official TOEFL (Institution Code 2672), IELTS, or DET scores directly from ETS.
Scholarships
Princeton Graduate Stipend and Tuition Coverage$54,216 per academic year (2025-2026), plus full tuition and health insurance.
National Science Foundation FellowshipVaries
Department of Energy (DOE) FellowshipVaries
Hertz Foundation FellowshipVaries
Frequently asked questions
What is the application deadline for the Advanced Topics in Computer Science: Machine Learning for Structural Biology course?
+
The application deadline is December 1st for Fall intake. This seminar course is part of the Ph.D. program in Molecular Biology at Princeton University.
Are there specific academic prerequisites for this course?
+
There are no rigid prerequisites, and applicants from diverse backgrounds including chemistry, physics, or mathematics are encouraged. An undergraduate degree is required.
What are the tuition fees for this programme?
+
All admitted students to the Ph.D. program in Molecular Biology receive full tuition coverage. This also includes a generous stipend and health insurance.
How do I apply for this seminar course?
+
You must follow the general Ph.D. application process for the Department of Molecular Biology through the Princeton Graduate School admission portal. This includes submitting transcripts, three letters of recommendation, and English language proficiency scores if required.
Does Princeton offer a Master's degree in Machine Learning for Structural Biology?
+
Princeton University does not offer a standalone Master's degree in this field. This seminar course is part of the Ph.D. program in Molecular Biology.
What financial support is available for admitted students?
+
All admitted Ph.D. students receive a stipend of $54,216 for the 2025-2026 academic year, along with full tuition coverage and health insurance.