Estimation Theory Courses and Certifications

NPTEL-NOC IITM

Minimum Mean Squared Error Estimation

Explore minimum mean squared error estimation techniques, covering inner product spaces, univariate subspaces, bivariate functions, and MMSC estimation.

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

Linear Kalman Filter Deep Dive (and Target Tracking)

Explore linear Kalman filter derivation, robustness enhancements, extensions, and practical implementation in target tracking using Octave, building on foundational knowledge.

• Coursera
• 21 hours 43 minutes
• Self-Paced
• Paid Course

Numberphile

The Clever Way to Count Tanks - World War II Statistical Analysis

Discover how mathematics and probability solved the mystery of Nazi Germany's tank production during World War II, featuring insights from Dr James Grime on this fascinating historical application.

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

Fields Institute

Invariant Theory for Maximum Likelihood Estimation

Explore connections between maximum likelihood estimation and invariant theory stability in log-linear and Gaussian group models, with applications to statistical modeling.

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

International Mathematical Union

Theory of Adaptive Estimation

Introduction to modern adaptive estimation theory, focusing on universal estimation procedures and oracle inequalities. Explores commutativity properties, upper functions, and applications to various statistical models.

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

Harvard CMSA

Invariant Theory for Maximum Likelihood Estimation

Explore the mathematical connections between invariant theory and maximum likelihood estimation, focusing on log-linear models, polytopes, and scaling algorithms in statistical analysis.

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

INI Seminar Room 2

Nonparametric Estimation of Trawl Processes - Theory and Applications

Discover nonparametric estimation techniques for trawl processes through theoretical foundations and practical applications in statistical modeling and uncertainty quantification.

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

INI Seminar Room 2

Prof. Almut Veraart | Nonparametric estimation of trawl processes: Theory and Applications

Explore nonparametric estimation techniques for trawl processes through this mathematical seminar delivered by Professor Almut Veraart from Imperial College London at the Isaac Newton Institute. Delve into the theoretical foundations of trawl processes,…

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

IIT Madras;  NPTEL

Applied Time-Series Analysis

1 rating

Learn time-series analysis techniques, including stationarity, correlation functions, ARIMA models, and spectral analysis. Gain practical skills using R for data modeling and analysis across various fields.

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

Numberphile

The Stein Paradox

Discover how the Stein Paradox challenges fundamental assumptions in statistics, revealing counterintuitive truths about estimation and decision-making in mathematical analysis.

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

Simons Institute

Sample-Complexity of Estimating Convolutional and Recurrent Neural Networks

Explore sample-complexity in estimating neural networks, focusing on CNN and RNN architectures. Learn about generative models, minimax analysis, and key results through theoretical proofs and practical experiments.

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

International Centre for Theoretical Sciences

Quantum Computing with Rydberg-Interacting Qubits by Ajay Wasan

Explore quantum computing using Rydberg-interacting qubits, delving into advanced concepts and applications in this cutting-edge field of quantum technology and information processing.

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

International Centre for Theoretical Sciences

GHz Inaccuracy Magic Frequency Measurements of 138Ba+ Clock Transition by Sapam Ranjita Chanu

Explore precision measurements in quantum metrology, focusing on the 138Ba+ clock transition. Learn about GHz inaccuracy and magic frequency techniques in atomic physics.

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

International Centre for Theoretical Sciences

Cold Atoms as a Tool for Precision Measurements by Satya Ram Mishra

Explore cold atoms as precision measurement tools, covering quantum metrology, atomic physics techniques, and applications in cutting-edge research for enhanced measurement accuracy and new scientific discoveries.

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

Institut Henri Poincaré

Marked Point Process Modeling and Estimation Problems in Neural Data Analysis

Explore marked point process modeling and estimation techniques for analyzing neural data, focusing on advanced statistical approaches in neuroscience research.

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