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System Identification: Theory for the User

Lennart Ljung, Linkoping University, Sweden
Beginner
Book
Theory

From the Back Cover

The field's leading text, now completely updated. 

Modeling dynamical systems ― theory, methodology, and applications. 

Lennart Ljung's System Identification: Theory...

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Learning From Data

Professor Yaser Abu-Mostafa
Beginner
Course
Theory

This is an introductory course in machine learning (ML) that covers the basic theory, algorithms, and applications. ML is a key technology in Big Data, and in many financial, medical...

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Process Dynamics and Control Course

Dr. John Hedengren
Beginner
Course
Theory

This course focuses on a complete start to finish process of physics-based modeling, data driven methods, and controller design. Although some knowledge of computer programming is required...

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edX course: Dynamics and Control

Pedro Albertos
Beginner
Course
Theory

This is an interactive course about the basic concepts of Systems, Control and their impact in all the human activities. First, the basic concepts of systems, dynamics, structure and control...

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Reinforcement Learning with MATLAB.

Mohammad Dehghani, Rifat Sipahi, Sahil S. Belsare
Beginner
Course
Application

This repository contains series of modules to get started with Reinforcement Learning with MATLAB.

It is divided into 4 stages.

In Stage 1, we start with learning RL concepts by manually...

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Interactive Course for Control Theory

Erasmus+
Beginner
Course
Theory

Control Theory is a topic that finds a widespread application throughout engineering and natural sciences. It is very common in electrical, mechanical and process engineering. Especially...

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Reinforcement Learning: An Introduction

Richard S. Sutton and Andrew G. Barto
Beginner
Book
Theory

From the book introduction:

The idea that we learn by interacting with our environment is probably the first to occur to us when we think about the nature of learning. When an infant plays...

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Modelling, dynamics and control

Anthony Rossiter
Beginner
Course
Theory

How do we model the world around us and use this to understand its behaviour? How does behaviour depend upon the engineering choices we make and therefore how do we undertake design to...

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