Parameter Estimation Courses and Certifications

Probability and Mathematical Statistics

Master fundamental probability concepts and statistical methods through rigorous mathematical exploration, from random events to hypothesis testing, with practical applications in economics and management.

• XuetangX
• On-Demand
• Free Online Course

IIT Roorkee;  NPTEL

Modelling And Simulation Of Dynamic Systems

Explore mathematical modeling and simulation techniques for dynamic systems, covering bond graphs, system models, transfer functions, and practical applications in engineering and optimization.

• Swayam
• 8 weeks
• On-Demand
• Free Online Course

IIT Kanpur;  NPTEL

Introduction to Experiments in Flight

This course is designed to conduct experiments in airplane to determine different parameters. This course will also help in creating a background to design an experiment to determine a specific parameter.

• Swayam
• 4 weeks
• On-Demand
• Free Online Course

Handling Uncertainties and Calibrating System Models with Wolfram Language

Explore calibration, validation, and uncertainty visualization in system models using Wolfram System Modeler. Learn to match simulations with real-world data and analyze key output uncertainties.

• Wolfram U
• 1 hour
• On-Demand
• Free Online Course

NPTEL;  IIT Kanpur

Linear Regression Analysis and Forecasting

1 review

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.

• YouTube
• 12 hours
• On-Demand
• Free Video

eHowEducation

Fun with Math - College Algebra and Geometry Fundamentals

Discover diverse mathematical concepts from algebra to geometry through practical activities, problem-solving techniques, and real-world applications in this comprehensive collection.

• YouTube
• 49 minutes
• On-Demand
• Free Video

Iain Explains Signals, Systems, and Digital Comms

Estimation, Filtering and Prediction

Dive into digital filtering, estimation, and prediction techniques including Kalman filters, least squares estimation, and adaptive algorithms for signal processing applications.

• YouTube
• 1 hour 44 minutes
• On-Demand
• Free Video

NPTEL;  IISc Bangalore

Pattern Recognition

Comprehensive exploration of statistical pattern recognition, covering Bayes classifiers, density estimation, linear discriminants, neural networks, SVMs, and advanced learning techniques.

• YouTube
• 1 day 16 hours
• On-Demand
• Free Video

NPTEL;  IIT Madras

Computational Systems Biology

3 reviews

Explore computational approaches to model and analyze biological systems, from network biology to dynamic modeling, with hands-on labs using MATLAB and other tools.

• YouTube
• 1 day 7 hours
• On-Demand
• Free Video

Alan Turing Institute

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

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.

• YouTube
• 1 hour 35 minutes
• On-Demand
• Free Video

NPTEL-NOC IITM

Logistic Regression: Introduction to Binary Classification and Linear Classifiers

Master logistic regression for binary classification, covering linear classifiers, sigmoid functions, parameter estimation, and log-likelihood functions.

• YouTube
• 29 minutes
• On-Demand
• Free Video

JuliaHub

System Identification in Julia

Master system identification techniques using Julia through hands-on experiments, model estimation, validation, and real-world applications like control systems and fault detection.

• YouTube
• 6 hours 21 minutes
• On-Demand
• Free Video

Alan Turing Institute

Simulation - The Challenge for Data Science - J. Doyne Farmer

1 review

Exploring challenges in simulation models for data science, focusing on parameter estimation and initialization. Discusses fusion with machine learning and potential impact on policy analysis and forecasting.

• YouTube
• 49 minutes
• On-Demand
• Free Video

APS Physics

The Observation of Gravitational Waves from a Binary Black Hole Merger

Explore the groundbreaking detection of gravitational waves from binary black hole merger, its implications for general relativity, and the future of gravitational-wave astronomy.

• YouTube
• 42 minutes
• On-Demand
• Conference Talk

Institute for Pure & Applied Mathematics (IPAM)

A Brief Introduction to Nested Sampling - IPAM at UCLA

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.

• YouTube
• 38 minutes
• On-Demand
• Free Video