Machine Learning : From Principles to Applications
Language: English
Published by Amazon Digital Services LLC - Kdp Aug 2026, 2026
- Softcover
- New
Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
AbeBooks seller since August 14, 2006
Condition: New
£ 21.64
Quantity: 2 available
Add to basketItem description from seller
Neuware.
Seller Inventory # 9798170155910
- Title
- Machine Learning : From Principles to Applications
- Author
- George Chu
- Publisher
- Amazon Digital Services LLC - Kdp Aug 2026
- Publication year
- 2026
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- English
- ISBN 13
- 9798170155910
- Item weight
- 299 grams
- Dimensions
- 229x152x12 mm
Most machine learning books tell you how an algorithm works and stop. Most practical ones tell you which library call to make and stop. Neither answers the question a person starting a company actually faces: which of these capabilities is now a commodity anyone can rent for pennies, and which is still hard enough to build a business on?
Sixteen chapters, each with the same five sections. The mathematics, derived in full. An experiment, run and reported. Where the method is actually deployed and what breaks when it is. And then a section no other textbook has: what can be built on it, what it costs, and who holds the advantage.
What is measured here
- Double descent, reproduced. Test error falls again after a model can memorise its training set — ending 65.9% below the classical optimum the bias–variance curve says is the best achievable.
- Model scale against test-time search. One FLOP budget, two ways to spend it, with a uniform-sampling control arm that most published comparisons omit.
- Boosted trees against neural networks on seven tabular problems, with fit times, because the second cost of the wrong default is never reported.
- Four generalisation bounds, computed on real models. All four are vacuous. The chapter says so.
- The master table: every technique in the book sorted into what is free, what a data moat protects, what distribution protects, and what nobody can do yet.
Three results did not come out as expected. They are in here with their disappointment intact — the classical small-sample claim that would not reproduce, the tabular comparison that did not sweep, and a first version of the headline experiment that produced a spectacular result and was measuring nothing. A book that reports only its successes is a marketing document.
Runs on a laptop.
- Four packages: numpy, scipy, scikit-learn, matplotlib. No GPU, no deep-learning framework, no API key.
- Nothing to download. Every dataset is bundled with scikit-learn or generated from a fixed seed, so nothing in this book can rot. A reader in 2035 gets the same numbers.
- No measured number is stored in the manuscript. The text carries references that the typesetter replaces with live values from the result files. Re-run an experiment and the sentence changes.
- The code is public and MIT licensed, at github.com/georchu — including for commercial use.
For a graduate course: Parts I to III are a compressed first course with the derivations intact and the 2024–2026 frontier at the end. Sixteen chapters, 96 exercises with hints, and every experiment is a usable problem set because the code is already there.
For a founder: read the preface, then Chapter 14, then work backwards into whichever chapters your idea depends on.
Also by George Chu: The Quant Billionaire — ten algorithms and the arithmetic of a firm.
"Synopsis" may belong to another edition of this title.
Shipping rates from Germany to U.S.A.
| Item | 7 to 10 business days | 5 to 7 business days |
|---|---|---|
| First item | £ 29.35 | £ 37.73 |
Payment methods
- Bank Wire Transfer
- Check
- Paypal
Store description
Das Unternehmen AHA-BUCH GmbH: Seit der Gründung von AHA-BUCH im Juli 2005 ist unser Hauptziel, zufriedenen Kunden so schnell und so preisgünstig wie möglich ihren Bücherwunsch zu erfüllen. Unsere Firma beschäftigt 16 Mitarbeiter, die nur ein Ziel kennen: den Kunden und seine Wünsche! Auf über 3700 m2 Fläche haben wir über 100.000 Bücher, Modernes Antiquariat und Spiele auf Lager.
Specialty
Kinderbücher & Kinderhör Casetten, German Books, Software, Natur & Tiere, Ratgeber, Sachbücher, Englische Bücher, Medizin & Gesundheit, Universität & StudiumSeller's business information
AHA-BUCH GmbH
Garlebsen 48
Einbeck, Germany 37574
Terms of sale
Imprint
Seller Info:
AHA-BUCH GmbH
represented by the managing director Christel Glass
Garlebsen 48
37574 Einbeck
Deutschland
Telefon: 055639996039
Telefax: 055639995974
E-Mail: abebooks@aha-buch.de
USt-IdNr.: DE261904229
registered at Commercial register Amtsgerichtes Göttingen
Handelsregisternummer HRB 200691
Alternative dispute resolution:
The European Commission provides a platform for out-of-court online dispute resolution (ODR platform), which can be accessed under https://ec.europa.eu/odr.
We have been a member of the "FairCommerce" initiative since 25.05.2018.
For more information, see www.fair-commerce.de.
Right of withdrawal
If you are a consumer you can withdraw from the contract in accordance with the following. Consumer means any natural person who is acting for purposes which are outside his trade, business, craft or profession.
Information regarding the right of withdrawal
Statutory right to withdraw
You have the right to withdraw from this contract within 14 days without giving any reason.
The withdrawal period will expire after 14 days from the day on which you acquire, or a third party other than the carrier and indicated by you acquires, physical possession of the last good or the last lot or piece.
To exercise the right of withdrawal, electronically fill in and submit a clear statement on our website, under "My Purchases" in "My Account". We will communicate to you an acknowledgement of receipt of such a withdrawal on a durable medium (e.g. by e-mail) without delay.
To meet the withdrawal deadline, it is sufficient for you to send your communication concerning your exercise of the right of withdrawal before the withdrawal period has expired.
Effects of withdrawal
If you withdraw from this contract, we will reimburse to you all payments received from you, including the costs of delivery (except for the supplementary costs arising if you chose a type of delivery other than the least expensive type of standard delivery offered by us).
We may make a deduction from the reimbursement for loss in value of any goods supplied, if the loss is the result of unnecessary handling by you.
We will make the reimbursement without undue delay, and not later than 14 days after the day on which we are informed about your decision to withdraw from this contract.
We will make the reimbursement using the same means of payment as you used for the initial transaction, unless you have expressly agreed otherwise; in any event, you will not incur any fees as a result of such reimbursement.
We may withhold reimbursement until we have received the goods back, or you have supplied evidence of having sent back the goods, whichever is the earliest.
You shall send back the goods or hand them over to AHA-BUCH GmbH, Einbeck, Germany, without undue delay and in any event not later than 14 days from the day on which you communicate your withdrawal from this contract to us. The deadline is met if you send back the goods before the period of 14 days has expired. You will have to bear the direct cost of returning the goods. You are only liable for any diminished value of the goods resulting from the handling other than what is necessary to establish the nature, characteristics and functioning of the goods.
Exceptions to the right of withdrawal
The right of withdrawal does not apply to:
- The delivery of newspapers, journals or magazines with the exception of subscription contracts; and
- The supply of digital content which is not supplied on a tangible medium (e.g. on a CD or DVD) if you accepted when you placed your order that we could start to deliver it, and that you could not withdraw once delivery had started.
Shipping terms
We ship your order after we received them
for articles on hand latest 24 hours,
for articles with overnight supply latest 48 hours.
In case we need to order an article from our supplier our dispatch time depends on the reception date of the articles, but the articles will be shipped on the same day.
Our goal is to send the ordered articles in the fastest, but also most efficient and secure way to our customers.