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Systems and Signals Complexity in Nature's Shapes and Rhythms
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Books Im always recommending to beginners |
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Some of these have a free
pdf version: go to the authors website. Ive noted
when I know about this. Very very
intro dynamical systems and complex systems: Understanding Nonlinear Dynamics
- Kaplan and Glass Intro Dynamical Systems
Nonlinear Dynamics and Chaos - Strogatz Networks Newman Statistical Analysis of Network Data: Methods and Models - Eric D. Kolaczyk Very very intro stochastics
- An Introduction to Stochastic Processes in Physics - Don S. Lemons Very intro stochastics - Stochastic
Processes for Physicists: Understanding Noisy Systems - Kurt Jacobs Intro to stochastics Stochastic Methods Gardiner
(or equiv. book by van Kampen) (Very) Introduction to the Theory of Computation (narrow) by Michael Sipser Intro to theory of computation (wide) Nature of Computation Moore
and Mertens Intro to stats: All of Statistics Wasserman Very intro to statistical physics - Statistical Mechanics: Entropy,
Order Parameters and Complexity - James Sethna FREE
PDF Intro to Machine Learning (Bayesian CS): Bayesian Reasoning and
Machine Learning David Barber FREE PDF Intro to Machine Learning (Stats-CS-ish):
The Elements of Statistical Learning: Data Mining, Inference, and Prediction
by Trevor Hastie, Robert Tibshirani and Jerome
Friedman FREE PDF Intro to Machine Learning (Bayesian): Pattern Recognition and Machine
Learning Chris Bishop General fun intro to diverse topics: Information Theory, Inference and
Learning Algorithms by David J. C. MacKay FREE PDF Decent intro to Control theory suitable for physicists no single
recommendation Review of Modern Physics by Bechoeffer
and books by Sontag (FREE PDF) and Zabczyk on
Mathematical Control theory. Also lecture notes online on classical control
theory by Zabczyk. Introduction to Optimal Control theory Chapters by Emo Todorov or Bert Kappen
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