NPTEL-NOC IITM Courses

Instrumental Variable Estimation - Part VII: Testing Overidentification and Instrument Validity

Explore test for overidentification, validity of instruments, and calculus interpretation of IV in instrumental variable estimation.

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

Instrumental Variable Estimation - Part VI: Testing for Endogeneity and Hausman Test

Explore endogeneity testing, implement the Hausman Test, and apply it to multiple endogenous variables in instrumental variable estimation.

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

Sampling Distribution and Statistical Inference of Regression Coefficient

Explore sampling distributions of regression coefficients and conduct statistical inference to enhance your understanding of regression analysis.

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

Gauss-Markov Theorem

Explore the fundamental principles and applications of the Gauss-Markov theorem in statistical analysis and linear regression modeling.

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

Geometry of Regression Model and Feature Engineering

Explore regression model geometry and feature engineering techniques to enhance data analysis and model performance.

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

Hands-on with Python: Estimating Regression Coefficients with OLS and Abline - Part 2

Estimate regression coefficients using OLS and abline in Python, gaining practical experience with statistical analysis techniques.

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

Instrumental Variable Estimation - Testing Endogeneity and Hausman Test - Part 5

Explore advanced endogeneity testing techniques, including Hausman Test implementation for multiple variables in instrumental variable estimation.

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

Instrumental Variable Estimation for Multiple Linear Regression Models - Part IV

Explore IV techniques for MLRM, generalized MLRM, multiple instruments, and endogenous variables in econometric modeling.

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

Instrumental Variable Estimation - Part II

Explore advanced IV estimation techniques, addressing endogeneity issues and understanding key conditions for effective implementation in econometric analysis.

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

Instrumental Variable Estimation - Part III

Explore IV techniques for MLRM, Generalised MLRM, multiple instruments, and endogenous variables in econometric analysis.

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

Instrumental Variable Estimation - Part I

Explore IV estimation, endogenous explanatory variables, and conditions for instrumental variables in econometric analysis.

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

Application of Squeezed States in LIGO Experiment - Lecture 11.2

Explore LIGO experiment, detection and generation of squeezed light in quantum optics. Gain insights into advanced applications of squeezed states in physics.

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

Quantum Theory of Light - Operator Approach to Solving Harmonic Oscillator Problem

Explore the operator approach to solving quantum harmonic oscillator problems in the context of quantum theory of light.

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

Squeezed and Photon Number States in Quantum Optics - Lecture 11.1

Explore squeezed states and photon number states, delving into their physical interpretations and fundamental concepts in quantum optics.

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

Advanced Concrete Technology

Explore cutting-edge concrete technologies and innovations with Prof. Manu Santhanam from IIT Madras. Gain insights into modern advancements in construction materials.

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