NPTEL-NOC IITM Courses

Unlearning - Exact Unlearning Techniques

Explore the concept of unlearning and its exact applications in this concise lecture from NPTEL-NOC IITM.

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

Pressure-Strain Rate Modelling for RSM - II

Delve into Poisson equation, Rapid distortion theory, and pressure-strain rate modeling for Reynolds Stress Model, exploring slow and rapid terms along with key model assumptions.

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

AI Risk Part 3 - Harmful Outputs and Biases in AI Models

Explore the risks of AI systems, including harmful outputs and inherent biases in AI models in this comprehensive examination of AI safety concerns.

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

PyTorch - Building Classification Models

Master building classification models in PyTorch with hands-on coding examples and practical implementation techniques.

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

Bias in Natural Language Processing - IV

Explore coreference resolution, RedditBias, context understanding, and bias mitigation techniques like Guardrails and Cobias in natural language processing.

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

Numerical Simulation Strategy for the Time-Dependent Schrodinger Equation

Explore an elementary numerical simulation strategy for the time-dependent Schrodinger equation and observe high harmonics generation.

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

Discussion of RMS Pulse Width and Uncertainty Principle

Explore the concept of RMS pulse width and its relationship to the uncertainty principle in this physics lecture from NPTEL-NOC IITM.

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

Popular Posthumanism

Explore the concept of Popular Posthumanism and its implications in contemporary thought and culture.

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

Inhomogeneous Wave Equation, Absorption Coefficient, Refractive Index

Explore the inhomogeneous wave equation and its relationship with complex refractive index and absorption coefficient in this physics lecture.

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

Attosecond Time-Delay in Photoionization - III

Delve into the derivation of optical and reciprocity theorem in the context of attosecond time-delay in photoionization.

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

Robustness Part 1 - Adversarial Data and Distribution Shifts

Explore the fundamentals of robustness in machine learning, including adversarial data and distribution shifts in this comprehensive lecture.

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

Introduction to Machine Learning - Part 1: ML Pipeline

Explore the fundamentals of machine learning pipelines in this introductory session with hands-on code examples.

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

Ionization Models

Explore different ionization models and gain intuition about the Keldysh parameter through a classical perspective.

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

Dissipation Rate and Pressure-Strain Rate Modelling for RSM - Part I

Delve into the modelling of dissipation rate and pressure-strain rate for Reynolds Stress Model, including fluctuating pressure Poisson equations.

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

Introduction to Risks Associated with AI

Explore the risks associated with AI, including harmful outputs and biases in AI models, in this informative lecture from NPTEL-NOC IITM.

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