Research Methods Courses

Stanford Seminar - Audio Research: Transformers for Applications in Audio, Speech and Music

Explore audio research using Transformers, covering applications in music, speech, and acoustic scene understanding. Learn about advanced techniques and architectures for audio synthesis and analysis.

• YouTube
• 48 minutes
• On-Demand
• Free Online Course

Deep Learning Methods for Electrocardiograms and Echocardiograms

Explore cutting-edge deep learning methods for ECG and echocardiogram analysis, outperforming traditional algorithms and offering insights into cardiovascular imaging interpretation.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Multimodal Medical Research of Vision and Language - Jean-Benoit Delbrouck

Explore multimodal medical research combining vision and language, focusing on innovative tasks like Medical Visual Question Answering and Radiology Report Generation using advanced AI architectures and pre-training techniques.

• YouTube
• 50 minutes
• On-Demand
• Free Video

The Human Factors of Formal Methods - Stanford Seminar

Exploring human-centered approaches to improve formal methods' usability in software development, addressing cognitive challenges and misconceptions to enhance adoption by non-experts.

• YouTube
• 59 minutes
• On-Demand
• Free Video

Addressing the Asian Leadership Paradox in Healthcare and Research

Strategies to address the Asian leadership paradox in healthcare, focusing on research inclusion, career advancement, and creating inclusive environments. Insights from Dr. Karen Kim's personal journey and leadership perspective.

• YouTube
• 59 minutes
• On-Demand
• Free Video

Public AI Assistant to Worldwide Knowledge - Writing Research Articles with Full Citations

Explore Genie, Stanford's AI assistant that creates comprehensive research articles with full citations by simulating expert discussions, retrieving information, and addressing topics from lifestyle to scientific research.

• YouTube
• 1 hour 57 minutes
• On-Demand
• Free Video

Mathematical Methods for Quantitative Finance

Learn the mathematical foundations essential for financial engineering and quantitative finance: linear algebra, optimization, probability, stochastic processes, statistics, and applied computational techniques in R.

• edX
• 12 weeks, 10-14 hours a week
• On-Demand
• Free Online Course (Audit)

NPTEL;  National Institute of Epidemiology

Health Research Fundamentals

17 reviews

Learn essential health research methods, from study design to data analysis, ethics, and protocol development for effective medical investigations.

• YouTube
• 8 hours
• On-Demand
• Free Video

Matrix Methods in Data Analysis, Signal Processing, and Machine Learning

4 reviews

This course reviews linear algebra with applications to probability and statistics and optimization–and above all a full explanation of deep learning.

• MIT OpenCourseWare
• 28 hours
• On-Demand
• Free Video

Psychological research, obedience and ethics

9 reviews

In this free course, Psychological research, obedience and ethics, you will learn about the importance of ethics in research that is undertaken by psychologists. You will read about the famous ...

• OpenLearn
• 5 hours
• On-Demand
• Free Certificate

Ensemble Methods from Scratch

Master ensemble methods by building Bagging, Random Forest, AdaBoost, and Gradient Boosting implementations from scratch. Learn to enhance predictive models through hands-on coding without relying on libraries.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

HTTP Methods and Request Handling with FastAPI

Master HTTP methods and request handling in FastAPI through hands-on practice with asynchronous operations, POST, PUT, and DELETE endpoints, enabling you to build robust and responsive APIs.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Mastering Flask HTTP Methods

Master HTTP methods in Flask by building a complete CRUD API with GET, POST, PUT, and DELETE endpoints using practical database interactions and error handling.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

API Authentication Methods with Python

Master secure API communication using Python with API keys, session cookies, and JWTs. Learn authentication flows including login, token refresh, and proper logout procedures for confident API integration.

• CodeSignal
• 1 hour
• On-Demand
• Free Certificate

API Authentication Methods with Java

Master API authentication in Java using keys, sessions, cookies, and JWTs to securely access protected endpoints in just 1 hour.

• CodeSignal
• 1 hour
• On-Demand
• Free Certificate