The Tradeoff Method for ML Systems
Language: English
Published by Independently published, 2026
- Softcover
- New
Seller: PBShop.store US, Wood Dale, IL, U.S.A.PBShop.store US
AbeBooks seller since April 7, 2005
Condition: New
£ 24.72
Quantity: Over 20 available
Add to basketItem description from seller
New Book. Shipped from UK. Established seller since 2000.
Seller Inventory # L2-9798177475974
- Title
- The Tradeoff Method for ML Systems
- Author
- Nag, Avishek
- Publisher
- Independently published
- Publication year
- 2026
- Condition
- New
- Binding
- PAP
- Language
- English
- ISBN 13
- 9798177475974
- Item weight
- 421 grams
Most candidates can name the model. Few can name the objective.
A machine learning design interview does not ask which model to use. It hands you a business goal and a rate, and watches whether you can turn them into an objective a model could serve, find the constraint that binds, and choose a design whose price you can state. The model is the last thing decided, and the interviewer knows it.
The Tradeoff Method for ML Systems retunes the five moves of The Tradeoff Method for systems with a learned component: name the objective, bound the problem, find what binds, choose under it, close the loop. Each move leaves an artefact on the board, and two are new to this volume: the objective sheet, which turns a business goal into an ML objective with its proxies and guardrails, and the loop sheet, which says how the design will be known to work and what it does to its own data. Between them sits the budget triangle, quality against latency against cost, on which every design in the book is drawn.
What is inside
- The method and the recurring tradeoffs: objective, proxy and guardrail; the budget triangle; data and labels; the training–serving gap; model capacity against the clock; serving and unit economics; evaluation, drift and harm.
- Fourteen designs worked end to end: a short-video recommender and a personalised feed; marketplace search, ad selection and delivery-time estimation; card fraud, content moderation and visual near-duplicate search; an enterprise assistant over company documents, a returns agent with tools, a serving platform and an assistant with memory; and two staff-level briefs, a platform consolidation and a forty-per-cent cost mandate.
- The clock: the 45- and 60-minute plans minute by minute, nine recovery moves, a mock-interview protocol, and what the interviewer writes down.
- Rubrics for senior and staff loops, the applied-scientist and platform variants, sixteen red flags, and a self-marking sheet for every design.
- 80 exercises with full solutions, most of them arithmetic with a decision at the end.
- Twelve unworked briefs for study groups, each with a candidate's half and an interviewer's half.
- Reference numbers for learned systems, from tokens per second to label delays, in one appendix.
Who it is for
Engineers and applied scientists who have shipped a model or two and are preparing for a senior or staff ML or GenAI system design loop, who can name the architectures and still find themselves unable to say why this one, at this price, for this objective. It is not a first course in machine learning and not a catalogue of architectures; it cites the canonical papers at the end of every chapter and assumes you know what a ranker, an embedding and a prompt are.
How it is different
Architecture books teach shapes. This book teaches the decision that picks one shape over another, with the arithmetic done on the page: the fleet from the rate, the cost per thousand, the retraining cadence from the staleness curve, the judged set from the regression you need to see. Every worked design says which constraint binds, how far the numbers would have to move for the decision to change, and what the loop will measure after it ships.
It stands on its own; readers of The Tradeoff Method will recognise the five moves and find them asked of a harder object. Companion material, including printable artefact sheets, the ML cost-and-capacity toolkit, evaluation templates, the rubrics and errata, is free at github.com/Anag1982/tradeoff-method.
Avishek Nag is an Associate Professor at University College Dublin. His research is in optimisation and the analysis of tradeoffs in networks, and the method in this book grew out of teaching it to his students.
"Synopsis" may belong to another edition of this title.
PBShop.store US
Wood Dale, IL, U.S.A.
AbeBooks seller since April 7, 2005
Shipping rates within U.S.A.
| Item | 7 to 14 business days | 7 to 14 business days |
|---|---|---|
| First item | £ 0.00 | £ 0.00 |
Payment methods
Store description
We first started out as “The Paperback Exchange,” a chain of physical bookstores where we would part exchange your beloved books for new stories to transport you to faraway places. However, as shopping started to evolve to online shops and marketplaces, we bid our stores goodbye to become “PBShop.” This transition has only allowed us to blossom as we now ship thousands of titles to book lovers across the globe. We pride ourselves in being a community of local book lovers which allows our passion and devotion to shine in everything we do. In 2020 we not only celebrated our 20th birthday but our 1st birthday as being completely employee owned after becoming an E.O.T in September 2019. We are proud to be different and embrace standing apart on a book mountain by working from a virtual inventory which allows us to provide thousands of books that may be difficult to get for your bookshelf or your studies. Working with a number of different suppliers allows us to explore other avenues such as puzzles, sheet music and even stationery so we really do have something for everyone. Life is about being versatile in all realms of existence. If this is your first visit or you are a returning customer, we would like to welcome you to the PBShop family, for there is no friend as loyal as a book. We are a company who put our customers at the centre of everything we do as we understand the importance of reading because once you learn to read, you will forever be free. There are a whole lot of things in this world of ours that we are yet to explore, which is why we will forever inspire curious minds.…
Specialty
Hardbacks, PaperbacksSeller's business information
Pbshop.co.uk Ltd
Unit 22 Horcott Industrial Estate, Horcott Road
Fairford, United Kingdom GL7 4BX
Terms of sale
Returns Policy
We ask all customers to contact us for authorisation should they wish to return their order. Orders returned without authorisation may not be credited.
If you wish to return, please contact us within 14 days of receiving your order to obtain authorisation.
Returns requested beyond this time will not be authorised.
Our team will provide full instructions on how to return your order and once received our returns department will process your refund.
Please note the cost to return any unwanted order to us is borne by the buyer.
Should your order arrive damaged, not as advertised or faulty, we must be advised of this within 14 days of delivery. Please contact us so we can find the best solution for you.
Our Customer Care Team can be contacted via emailing paperback-us@paperbackshop.co.uk, or by calling our UK Office on +441285 712 917. We are available 9:00am till 5:30pm GMT weekdays and 9:00am till 1:00pm GMT on Saturdays.
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 PBShop.store US, Springfield Gardens, New York, U.S.A., +44 1285 712917, 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
Books are shipped from our US or UK warehouses. Delivery estimates allow for delivery from either location.