LINKS TO IMPORTANT COURSES AND RESOURCES

EN 224: Linear Elasticity from Brown University

CE573: Structural Dynamics from Purdue University

Continuum Mechanics from MIT Open Courseware

System Identification by Prof. H. Gavin

Structural Dynamics by Prof. H. Gavin

Linear Algebra by Prof. Gilbert Strang (MIT Open Courseware)

Compact review of linear algebra by 3Blue1Brown on YouTube 

Introduction to Probability and Statistics from MIT Open Courseware

Digital Signal Processing from EPFL through Coursera

Course notes on Signal Processing (French) by Prof. Patrick Flandrin

Introduction to Machine Learning by Prof. Andrew Ng

Pattern Recognition and Machine Learning - book by Christopher Bishop

A brief introduction to Machine Learning for Engineers by Osvaldo Simeone. 

100 lectures on Machine Learning from the University of British Columbia

Advanced Machine Learning from Carnegie Mellon University. 

Bayesian Filtering and Smoothing by Prof. Simo Särkkä

Acoustics and Vibration Animations by Dr. Daniel A. Russell

Design of concrete structures by Prof. J.N. Bandopadhyay, NPTEL

Dynamics of Structures by Prof. Anil Chopra

Structural Health Monitoring - A Machine Learning perspective by Profs. C. Farrar and  K. Worden 

Vibration with Control by Prof. Daniel Inman 

Engineering Vibration by Prof. Daniel Inman 

Mechanical Vibrations by SS Rao

A course on Applied Time-Series Analysis from IIT Madras. 

Time-frequency analysis by Prof. Patrick Flandrin