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#Parameter Estimation

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NPTEL

Computational Systems Biology

2 rewiews
Explore computational approaches to model and analyze biological systems, from network biology to dynamic modeling, with hands-on labs using MATLAB and other tools.
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103 Lesons
1 day 7 hours
On-Demand
Free-Video
NPTEL

Pattern Recognition

0 rewiews
Comprehensive exploration of statistical pattern recognition, covering Bayes classifiers, density estimation, linear discriminants, neural networks, SVMs, and advanced learning techniques.
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41 Lesons
1 day 16 hours
On-Demand
Free-Video
NPTEL

Linear Regression Analysis and Forecasting

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The accuracy of forecasting depends upon the goodness of obtained model. What are the steps and checks required to obtain a good model and in turn, how to do forecasting is being aimed to be taught in this course.
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24 Lesons
12 hours
On-Demand
Free-Video
METUopencouseware

Signals and Systems II

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Comprehensive exploration of advanced signal processing concepts, including probability theory, random variables, stochastic processes, and spectral analysis for electrical engineering applications.
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42 Lesons
1 day 8 hours
On-Demand
Free-Video
Fields Institute

Parameter Estimation in Mathematical Oncology - Lecture

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Dive into advanced techniques for parameter estimation in mathematical oncology, exploring key concepts and practical applications.
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1 Lesons
1 hour 27 minutes
On-Demand
Free-Video
statisticsmatt

Using R

0 rewiews
Learn advanced statistical techniques and data analysis using R, covering distributions, simulations, estimations, and various statistical tests through practical examples and hands-on coding.
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38 Lesons
6 hours
On-Demand
Free-Video
statisticsmatt

Maximum Likelihood Estimation

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Comprehensive exploration of Maximum Likelihood Estimation across various probability distributions, including practical applications using R for data generation and parameter estimation.
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25 Lesons
3 hours 30 minutes
On-Demand
Free-Video
statisticsmatt

Parameter Estimation

0 rewiews
Explore various parameter estimation methods, their optimality properties, and key statistical concepts like sufficient statistics, Bayesian estimation, and Fisher's information.
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29 Lesons
5 hours
On-Demand
Free-Video
Statistics is Fun A.H

Method of Moments Topics

0 rewiews
Explore estimation techniques for various probability distributions using the Method of Moments, including gamma, uniform, normal, binomial, and Pareto.
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5 Lesons
30 minutes
On-Demand
Free-Video
Institut Henri Poincaré

La métrologie quantique et ses applications

0 rewiews
Découvrez comment l'intrication quantique améliore la précision des mesures en métrologie, avec des applications pour le temps, le magnétisme et la gravité.
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1 Lesons
51 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Inferring Parameters of Random Graph Models from Induced Stochastic Dynamics

0 rewiews
Explore advanced concepts in discrete probability and statistics through talks, minicourses, and collaborative sessions. Enhance research skills in random graph models and network dynamics.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
CIMPA UCR

Regresión Bridge Ajustada Mediante SURE

0 rewiews
Explora la regresión Bridge ajustada con SURE, una técnica avanzada de análisis estadístico para mejorar la precisión en modelos predictivos.
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1 Lesons
32 minutes
On-Demand
Free-Video
CIMPA UCR

Comparación de Estimadores Robustos para los Parámetros de una Distribución Beta - Parte 2

0 rewiews
Explora estimadores robustos para parámetros de distribución Beta P2 con Roberto C. Duarte en una charla concisa de 18 minutos.
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1 Lesons
18 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

3D Atomic Resolution Through Dose-Efficient Fusion of Image & Analytical Technique

0 rewiews
Explore 3D atomic structure analysis of nanomaterials using advanced quantitative TEM techniques, including parameter estimation, deep learning, and fusion of ADF STEM with EDX for heterogeneous materials.
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1 Lesons
33 minutes
On-Demand
Free-Video
Fields Institute

Discovering Dynamics and Parameters of Nonlinear Systems from Partial Observations

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Explore techniques for uncovering nonlinear system dynamics and parameters using incomplete data, enhancing understanding of complex systems and their behavior.
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1 Lesons
23 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

What Mathematical Models Can and Cannot Tell Us About the Spread of Infectious Diseases - Lecture 2

0 rewiews
Explore mathematical modeling in disease spread: capabilities, limitations, and insights for understanding epidemic dynamics and informing public health strategies.
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1 Lesons
1 hour 49 minutes
On-Demand
Free-Video
Georgia Tech Research

Nuts and Bolts of Modern State Space Models - Part I

0 rewiews
Explore state space models for analyzing sequential data, covering foundations, algorithms, and applications using the dynamax library. Learn to uncover latent states in high-dimensional measurements.
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1 Lesons
1 hour 28 minutes
On-Demand
Free-Video
Alan Turing Institute

Time Series Class - Part 1 - Dr Ioannis Papastathopoulos, University of Edinburgh

0 rewiews
Learn fundamental concepts and advanced techniques for analyzing time series data, including ARMA models, state-space models, and neural networks for forecasting and inference.
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15 Lesons
1 hour 50 minutes
On-Demand
Free-Video
Alan Turing Institute

Time Series Class - Part 1 - Dr. Ioannis Papastathopoulos, University of Edinburgh

0 rewiews
Learn fundamental concepts and advanced techniques in time series analysis, including ARMA models, state-space models, and neural networks for forecasting and inference.
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15 Lesons
1 hour 51 minutes
On-Demand
Free-Video
Alan Turing Institute

Time Series Class - Part 2 - Professor Chris Williams, University of Edinburgh

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Explore time series analysis, from moving average models to advanced state-space techniques and recurrent neural networks. Gain practical skills in parameter estimation, forecasting, and applying models to real-world data.
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30 Lesons
53 minutes
On-Demand
Free-Video
Alan Turing Institute

Simulation - The Challenge for Data Science

0 rewiews
Exploring the fusion of simulation models and machine learning for policy analysis, addressing challenges in parameter estimation and initialization for complex systems forecasting.
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19 Lesons
1 hour 1 minute
On-Demand
Free-Video
International Centre for Theoretical Sciences

Workshop on Parameter Estimation with Bilby by Greg Ashton

0 rewiews
Learn parameter estimation techniques for gravitational wave analysis using bilby software, focusing on Bayesian inference and practical applications in astrophysics.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Alan Turing Institute

Time Series Modelling and State Space Models - Professor Chris Williams, University of Edinburgh

0 rewiews
Explore time series modeling, including ARMA models, Hidden Markov Models, and Kalman filtering. Learn parameter estimation, inference techniques, and advanced topics in state-space models.
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1 Lesons
1 hour 35 minutes
On-Demand
Free-Video
Simons Institute

Recent Progress in High-Dimensional Learning

0 rewiews
Explore recent advancements in high-dimensional learning, covering robust estimation, maximum likelihood, and algorithmic approaches for handling noise and adversarial scenarios.
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22 Lesons
1 hour 7 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

A Brief Introduction to Nested Sampling - IPAM at UCLA

0 rewiews
Explore Nested Sampling for Bayesian model uncertainty and selection. Learn its principles, advantages, and recent extensions like Dynamic Nested Sampling for estimating marginal likelihoods and posterior distributions.
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13 Lesons
38 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

Farzana Nasrin - Random Persistence Diagram Generator

0 rewiews
Explore a method for generating random persistence diagrams using parametric models and Markov chain Monte Carlo algorithms, with applications in material science and topology.
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18 Lesons
53 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Workshop on Parameter Estimation with Bilby by Greg Ashton

0 rewiews
Learn advanced techniques for gravitational wave parameter estimation using bilby software, focusing on practical applications and data analysis methods.
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1 Lesons
1 hour 40 minutes
On-Demand
Free-Video
IEEE

Small Covers for Near-zero Sets of Polynomials and Learning Latent Variable Models

0 rewiews
Explore techniques for parameter estimation in Gaussian mixture models and mixtures of linear regressions, focusing on dimension reduction and higher moments to overcome obstacles in learning latent variable models.
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15 Lesons
25 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Point Estimation Combining Measurements and Fitting - Lecture 2

0 rewiews
Explore advanced statistical techniques for point estimation, measurement combination, and data fitting in high-energy physics, enhancing analysis skills for complex experimental data.
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1 Lesons
1 hour 32 minutes
On-Demand
Free-Video
MICDE University of Michigan

Data to Differential Equations: Discovering Mathematical Models for Biological Systems

0 rewiews
Explore data-driven techniques for discovering governing equations in complex biological systems, focusing on PDEs and innovative mathematical methods for modeling phenomena like arterial flow and tissue fracture.
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1 Lesons
31 minutes
On-Demand
Free-Video
BIMSA

Variational Approximations for Bayesian and Semi-Bayesian Inferences

0 rewiews
Explore variational approximations in Bayesian inference, focusing on group-variable selection and heteroscedastic Gaussian processes. Learn efficient parameter estimation and process forecasting techniques.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
VinAI

Parameter Estimation and Interpretability in Bayesian Mixture Models

0 rewiews
Explore posterior contraction in Bayesian mixture modeling, examining parameter estimation and model interpretability under correct and misspecified conditions. Gain insights into tradeoffs between expressiveness and interpretability.
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1 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Squid: Schools for Quantum Information Development

Limits of Noisy Quantum Metrology with Restricted Quantum Controls

0 rewiews
Delve into quantum metrological limits, exploring how restricted quantum controls affect parameter estimation precision and the achievability of Heisenberg and standard quantum limits in noisy systems.
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1 Lesons
28 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Black Hole Astrophysics With Gravitational-Wave Catalogs - IPAM at UCLA

0 rewiews
Explore black hole astrophysics through gravitational-wave data, uncovering insights on mass distribution, spin, and redshift evolution. Learn about pair-instability mass gap and formation-to-merger time delays.
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9 Lesons
45 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Cosmology with Dark Sirens - Attempting to Solve the Hubble Constant Tension

0 rewiews
Explore gravitational waves for cosmology, focusing on dark sirens and galaxy catalogs to address Hubble constant tension. Learn challenges in GW-based cosmological parameter estimation.
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18 Lesons
43 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Power Spectral Density Uncertainty and Gravitational-Wave Parameter Estimation

0 rewiews
Explore power spectral density uncertainty in gravitational-wave parameter estimation, its impact on Bayesian analysis, and methods to incorporate this uncertainty for more accurate results in compact binary coalescence detection.
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18 Lesons
46 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Waveform Systematics in the Gravitational-Wave Inference of Tidal Parameters

0 rewiews
Exploración de sistemáticas en formas de onda para inferir parámetros de marea y ecuación de estado en señales de ondas gravitacionales de sistemas binarios de estrellas de neutrones.
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26 Lesons
46 minutes
On-Demand
Free-Video
Institut Henri Poincaré

Gravitational Wave Data Analysis - Part 2

0 rewiews
Explore advanced techniques in gravitational wave data analysis, focusing on signal processing and statistical methods for detecting and characterizing cosmic events.
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1 Lesons
2 hours 13 minutes
On-Demand
Free-Video
Institut Henri Poincaré

Gravitational Wave Data Analysis - Part 1

0 rewiews
Explore gravitational wave data analysis techniques, focusing on fundamental concepts and methodologies used in detecting and interpreting cosmic signals.
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1 Lesons
2 hours 17 minutes
On-Demand
Free-Video
Galileo Galilei Institute

Statistical Methods for Data Analysis in Particle Physics - Lecture 3

0 rewiews
Explore advanced statistical techniques for analyzing particle physics data, focusing on hypothesis testing, confidence intervals, and likelihood methods in experimental research.
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1 Lesons
2 hours 3 minutes
On-Demand
Free-Video
UofU Data Science

Bayesian Learning: Maximum A Posteriori and Maximum Likelihood - Lecture 24

0 rewiews
Delve into Bayesian learning principles, exploring maximum a posteriori and maximum likelihood learning criteria through practical examples and comprehensive demonstrations.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
UofU Data Science

Bayesian Learning and Maximum Likelihood Methods - Lecture 23

0 rewiews
Explore probabilistic learning criteria through maximum a posteriori and maximum likelihood approaches, with practical examples of Bayesian learning applications.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
UofU Data Science

Maximum Likelihood Estimation for Regression in Machine Learning - Lecture 24

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Dive into maximum likelihood estimation for regression through practical examples and explore its connection to loss minimization in Bayesian learning frameworks.
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1 Lesons
37 minutes
On-Demand
Free-Video
UofU Data Science

Hidden Markov Models - Parameter Estimation and Efficient Inference

0 rewiews
Master parameter estimation and efficient inference techniques for Hidden Markov Models, exploring key algorithms and mathematical foundations for probabilistic sequence modeling and pattern recognition.
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1 Lesons
1 hour
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Real-Time Gravitational-Wave Parameter Estimation Using Machine Learning

0 rewiews
Explore machine learning for real-time gravitational-wave parameter estimation, covering Bayesian inference, neural networks, and simulation-based techniques to enhance speed and accuracy in astrophysical data analysis.
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14 Lesons
36 minutes
On-Demand
Free-Video
Alan Turing Institute

Online and Hybrid System Identification Directly From Raw Sensory Signals

0 rewiews
Explores neural networks with physical model biases for efficient system identification from sensory data, applicable to robotics, molecular modeling, and X-ray scattering inversion.
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1 Lesons
53 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Sample Complexity of Estimation in Logistic Regression - Lecture

0 rewiews
Explore sample complexity in logistic regression, examining parameter estimation across temperature regimes. Gain insights into non-asymptotic analysis and critical points in the complexity curve.
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1 Lesons
56 minutes
On-Demand
Free-Video
APS Physics

The Observation of Gravitational Waves from a Binary Black Hole Merger

0 rewiews
Explore the groundbreaking detection of gravitational waves from binary black hole merger, its implications for general relativity, and the future of gravitational-wave astronomy.
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24 Lesons
42 minutes
On-Demand
Free-Video
Squid: Schools for Quantum Information Development

Tight Cramër-Rao Type Bounds for Multiparameter Quantum Metrology Through Conic Programming

0 rewiews
Delve into advanced quantum metrology concepts, focusing on Cramër-Rao bounds and conic programming for optimal measurement strategies in estimating incompatible parameters with maximum precision.
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1 Lesons
24 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Offline Bayesian Estimation - MATLAB Demo

0 rewiews
Explore offline Bayesian estimation techniques through hands-on MATLAB demonstrations and practical applications.
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1 Lesons
19 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Logistic Regression: Introduction to Binary Classification and Linear Classifiers

0 rewiews
Master logistic regression for binary classification, covering linear classifiers, sigmoid functions, parameter estimation, and log-likelihood functions.
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6 Lesons
29 minutes
On-Demand
Free-Video
The Julia Programming Language

PEtab.jl - Efficient Parameter Estimation for Dynamic Models

0 rewiews
Explore efficient parameter estimation for dynamic models in biology using PEtab.jl. Learn to import problems, set up estimations, and choose optimal gradient computation methods.
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1 Lesons
27 minutes
On-Demand
Free-Video
HUJI Machine Learning Club

Mean Estimation in High-Dimensional Binary Markov Gaussian Mixture Models

0 rewiews
Delve into high-dimensional mean estimation in binary Markov Gaussian mixture models, exploring how memory in data affects estimation error and the interplay between sample size, dimension, and signal strength.
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1 Lesons
59 minutes
On-Demand
Free-Video
Data Science Conference

Identification of Building Thermal Model Using Data Science Tools

0 rewiews
Discover how to create building thermal models using data science tools instead of complex mathematical approaches, streamlining the process for efficient control algorithm implementation.
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1 Lesons
48 minutes
On-Demand
Free-Video
Alan Turing Institute

Kalman-Bucy Informed Neural Networks for System Identification

0 rewiews
Combining physics-informed neural networks and Kalman filters to identify parameters in continuous-time systems with noisy measurements, improving model precision for complex systems.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
UofU Data Science

Linear Regression and Parameter Estimation in R - Lecture 17

0 rewiews
Master linear regression techniques in R while exploring parameter estimation and random variable estimators through hands-on statistical analysis and practical applications.
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1 Lesons
1 hour 20 minutes
On-Demand
Free-Video
Centrum Fizyki Teoretycznej PAN

Statistical Analysis in Cosmology - Part 1

0 rewiews
Explore Bayesian statistics, likelihood sampling, chi-square, and covariance matrix in cosmology. Learn parameter estimations in 2-point statistics and Markov Chain Monte Carlo.
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1 Lesons
1 hour 18 minutes
On-Demand
Free-Video