Probabilistic Numerics: Computation as Machine Learning - Philipp Hennig,Michael A. Osborne,Hans P. Kersting
-25% koodilla BOOKS
Toimitus 31-37 arkipäivässä
30 päivän palautusoikeus
Probabilistic numerical computation formalises the connection between machine learning and applied mathematics. Numerical algorithms approximate intractable quantities from computable ones. They estimate integrals from evaluations of the integrand, or the path of a dynamical system described by differential equations from evaluations of the vector field. In other words, they infer a latent quantity from dat ... Täydellinen kuvaus
Saatat myös pitää
TOP
Biology: A Global Approach, Global Edition
Neil Campbell, Rebecca Orr, Lisa Urry, Peter Minorsky, Michael Cain, Jane Reece, Steven Wasserman
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Six Not-so-easy Pieces: Einstein's Relativity, Symmetry, and Space-Time
Richard P. Feynman, Robert B. Leighton, Matthew Sands
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Determined: The Science of Life Without Free Will
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
The Age of Alchemy: How Early Innovators Shaped Modern Chemistry
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
The Secrets of our DNA: How Genetics has Changed the World
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Janeway's Immunobiology
Leslie J. Berg, Kenneth Murphy, Casey Weaver
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
How to Solve it: A New Aspect of Mathematical Method
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Why We Sleep: Unlocking the Power of Sleep and Dreams
-25% koodilla BOOKS
Varastossa
TOP
The Light Eaters: How the Unseen World of Plant Intelligence Offers a New Understanding of Life on Earth
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Six Easy Pieces: Essentials of Physics Explained by Its Most Brilliant Teacher
Richard P. Feynman, Robert B. Leighton, Matthew Sands
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
The Rise and Fall of the Dinosaurs: A New History of a Lost World
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
The Rise and Reign of the Mammals: A New History, from the Shadow of the Dinosaurs to Us
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Learn Faster, Perform Better: A Musician's Guide to the Neuroscience of Practicing
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Why Machines Learn: The Elegant Maths Behind Modern AI
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Beyond Inheritance: Our Ever-Mutating Cells and a New Understanding of Health
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
The Feynman Lectures on Physics. The New Millennium Edition
Matthew Sands, Robert Leighton, Richard Feynman
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Thing Explainer: Complicated Stuff in Simple Words
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Behave: The Biology of Humans at Our Best and Worst
-25% koodilla BOOKS
Toimittajalla varastossa
Kuvaus
Probabilistic numerical computation formalises the connection between machine learning and applied mathematics. Numerical algorithms approximate intractable quantities from computable ones. They estimate integrals from evaluations of the integrand, or the path of a dynamical system described by differential equations from evaluations of the vector field. In other words, they infer a latent quantity from data. This book shows that it is thus formally possible to think of computational routines as learning machines, and to use the notion of Bayesian inference to build more flexible, efficient, or customised algorithms for computation. The text caters for Masters' and PhD students, as well as postgraduate researchers in artificial intelligence, computer science, statistics, and applied mathematics. Extensive background material is provided along with a wealth of figures, worked examples, and exercises (with solutions) to develop intuition.
Lisätietoja
| Kirjoittaja | Philipp Hennig, Michael A. Osborne, Hans P. Kersting |
|---|---|
| Julkaisija | Cambridge University Press |
| Julkaisuvuosi | 2022 |
| Kannen tyyppi | Kovakantinen |
| EAN | 9781107163447 |