International Centre for Theoretical Sciences Courses

Biomedical Text Mining II by Sudeshna Sarkar

Explore advanced techniques in biomedical text mining, focusing on extracting valuable insights from medical literature and clinical data to enhance healthcare research and decision-making.

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

Defining Variables and Data Management by Nicki Tiffin

Explore effective techniques for defining variables and managing data in machine learning for health applications, enhancing your ability to analyze and interpret medical datasets.

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

Bayesian Networks for Causal Reasoning by Tavpritesh Sethi

Explore advanced Bayesian network techniques for causal reasoning in healthcare, focusing on practical applications and bridging the gap between mathematical modeling and clinical problem-solving.

• YouTube
• 1 hour 27 minutes
• Self-Paced
• Free Video

Introduction to Study Design by Nicki Tiffin - SANBI, South Africa

Explore key principles of study design for health research, focusing on methodologies to ensure reliable and valid results in medical and epidemiological investigations.

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

Introduction to Machine Learning - Lecture 2

Explore key machine learning concepts and their applications in healthcare, bridging the gap between computational modeling and clinical problem-solving.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

Digital Health and AI in Healthcare at IIITD by Tavpritesh Sethi

Explore AI's transformative impact on healthcare, from predictive analytics to personalized medicine, and learn how digital technologies are revolutionizing patient care and health outcomes.

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

Bayesian Networks for Causal Reasoning - Lecture 1

Introduction to Bayesian networks for causal reasoning in healthcare, exploring their application in analyzing clinical data and inferring patterns to improve patient outcomes and medical decision-making.

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

Unsupervised ML - Clustering, Dimensionality Reduction, Applications by Rahul Siddharthan

Explore unsupervised machine learning techniques for clustering and dimensionality reduction, with practical applications in data analysis and pattern discovery.

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

Introduction to Probability, Statistics, Statistical Testing

Explore fundamental concepts of probability, statistics, and statistical testing, essential for understanding data analysis and machine learning in health and disease research.

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

Dynamical Horizons and their Applications - Lecture 1

Explore dynamical horizons in gravitational physics, focusing on applications to compact objects and recent discoveries in gravitational waves and black hole imaging.

• YouTube
• 2 hours 4 minutes
• Self-Paced
• Free Video

Dynamical Horizons and their Applications - Lecture 2

Explore dynamical horizons in gravitational physics, focusing on applications and recent developments in black hole research and gravitational wave observations.

• YouTube
• 1 hour 49 minutes
• Self-Paced
• Free Video

Black Holes in General Relativity and Beyond - Lecture 2

Explore advanced concepts in black hole physics, including general relativity and alternative theories, with expert insights on recent discoveries and their implications for gravitational physics.

• YouTube
• 1 hour 55 minutes
• Self-Paced
• Free Video

Lung Disease and AI Applications - From Cough Sounds to CT Scan by Anurag Agrawal

Explore AI applications in lung disease diagnosis, from analyzing cough sounds to interpreting CT scans. Learn how machine learning enhances detection and treatment of respiratory conditions.

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

Dynamical Horizons and their Applications - Lecture 3

Explore dynamical horizons in gravitational physics, focusing on applications to compact objects and recent discoveries in gravitational waves and black hole imaging.

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

Finite-Time Guarantees of Contractive Stochastic Approximation - Mean-Square

Explore finite-time guarantees of contractive stochastic approximation, focusing on mean-square analysis. Learn about advanced probabilistic methods in data science and optimization.

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