Research Methods Courses

Broad Institute

Context in AI Research - Focus on Healthcare

Explore AI robustness and fairness in healthcare through context-aware research, covering evaluation methods, out-of-distribution learning, and wearable data analysis for maternal health.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video

Graham Neubig

Common Sampling Methods for Modern NLP - CMU LLM Inference 3

Explore common sampling methods for modern NLP and understand diversity-quality tradeoffs in language model inference through practical examples and analysis.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Multi-Fidelity Methods for Fusion Energy - Spring 2026 Program Overview

Discover IPAM's Spring 2026 program uniting mathematicians, physicists, and engineers to advance multi-fidelity modeling for fusion energy through four specialized workshops.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Thermodynamically Consistent Finite Volume Methods for Generalized Nernst-Planck-Poisson Problems

Explore thermodynamically consistent finite volume methods for generalized Nernst-Planck-Poisson problems, covering electrolyte models, ion sizes, and Julia implementation.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

USC Probability and Statistics Seminar

The Dynamics of Iterative Algorithms with Random Data - Beyond First-Order Methods

Explore advanced mathematical techniques for analyzing high-dimensional optimization algorithms, including gradient descent and expectation maximization with rigorous theoretical guarantees.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Discover AI

Open-Source AgentGym-RL - GROK 4 vs Gemini Pro Comparison for AI Research Paper Analysis

Discover how to augment learning with AI by comparing Grok 4 vs Gemini Pro's performance in analyzing a 39-page reinforcement learning research paper on AgentGym-RL methodology.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

Integrated DNA Technologies (IDT)

Unlocking Deeper RNA Insights in Cancer Research with Archer FUSIONPlex

Discover real-world applications of Archer FUSIONPlex assay for RNA-based NGS in lung, thyroid, salivary gland tumors, and blood cancers with University of Iowa insights.

• YouTube
• 59 minutes
• Self-Paced
• Free Video

Galileo Galilei Institute (GGI)

From New Methods for Matter Clustering to New Dark Sector Physics

Explore advanced methods for analyzing matter clustering and their applications in uncovering new physics within the dark sector of the universe.

• YouTube
• 1 hour 30 minutes
• Self-Paced
• Free Video

Stanford Department of Medicine

Science Communications with Stanford's Nutrition Research Group

Explore the intersection of science and communications through Stanford's nutrition research, featuring insights from the Emmy-nominated Netflix series "You Are What You Eat."

• YouTube
• 51 minutes
• Self-Paced
• Free Video

Learn essential design research methods to discover innovative solutions through observation, interviewing, and interpretation techniques. Develop skills to uncover user needs and gather inspirations for impactful designs.

• openHPI
• 5 weeks
• Self-Paced
• Free Certificate

Research Data Management Librarian Academy (RDMLA)

Research Data Management Librarian Academy [RDMLA]

Explore research data management best practices with expert librarians and faculty, gaining valuable skills for effective data handling and organization.

• Canvas Network
• Self-Paced
• Free Online Course

IIT Roorkee;  NPTEL

Numerical Methods: Finite difference approach

This course is an advanced course offered to UG/PG student of Engineering/Science background.

• Swayam
• 4 weeks
• Self-Paced
• Free Online Course

IISER Pune;  NPTEL

Probabilistic Methods in PDE

Explore probabilistic methods in PDEs, bridging pure and applied mathematics. Learn stochastic calculus, Ito's formula, Feynman-Kac formula, and applications to finance and physics. Ideal for advanced researchers and doctoral students.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

IIT Guwahati;  NPTEL

Construction Methods And Equipment Management

Comprehensive guide to construction equipment management, covering selection, cost estimation, productivity analysis, and detailed exploration of earthmoving, pile driving, lifting, and concreting machinery.

• Swayam
• 8 weeks
• Self-Paced
• Free Online Course

Research Data Management Librarian Academy (RDMLA)

Research Data Management Librarian Academy [RDMLA Chinese | 中文版]

免費線上專業發展課程，聚焦研究資料管理知識與技能，適合圖書館員、資訊專業人員及從事資料密集型工作者，由RDMLA與臺大圖書館合作翻譯。

• Canvas Network
• Self-Paced
• Free Online Course