Building Robust AI Evals: Proven Strategies for Testing, Monitoring, and Improving LLM Performance
Language: English
Published by Independently published, 2025
- Softcover
- Used
Seller: GreatBookPrices, Columbia, MD, U.S.A.GreatBookPrices
AbeBooks seller since April 6, 2009
Condition: Used - As new
£ 17.67
Quantity: Over 20 available
Add to basketItem description from seller
Unread book in perfect condition.
Seller Inventory # 51528443
- Title
- Building Robust AI Evals: Proven Strategies for Testing, Monitoring, and Improving LLM Performance
- Author
- Primeaux, Henry V.
- Publisher
- Independently published
- Publication year
- 2025
- Condition
- As New
- Binding
- Soft cover
- Language
- English
- ISBN 13
- 9798270714826
- Series
- Book 6 of 11: Engineered: Data, AI, and DevOps
Building Robust AI Evals: Proven Strategies for Testing, Monitoring, and Improving LLM Performance
Are your AI models truly performing as intended, or are hidden failures silently undermining their reliability? In an era where large language models power critical business operations, customer interactions, and research breakthroughs, rigorous evaluation is not optional—it’s essential. "Building Robust AI Evals" provides a comprehensive, hands-on blueprint for testing, monitoring, and improving LLM performance across real-world applications.
This book offers practical, actionable strategies for designing evaluation pipelines that are scalable, repeatable, and aligned with both business and technical goals. From defining meaningful metrics and curating high-quality datasets to implementing automated and human-in-the-loop evaluation workflows, you will learn how to ensure your AI systems are not only accurate but safe, reliable, and compliant.
Inside, you will discover how to:
-
Design effective evaluation frameworks that align with business objectives and technical requirements.
-
Implement core and advanced metrics for LLMs, including semantic similarity, multi-step reasoning, and multi-modal assessment.
-
Build modular, automated evaluation pipelines with logging, monitoring, and regression testing for scalable deployments.
-
Detect data drift, concept drift, and performance anomalies in production, and trigger timely retraining and re-evaluation.
-
Integrate safety, fairness, and compliance checks into all stages of evaluation, ensuring ethical and reliable model behavior.
-
Leverage human-in-the-loop and multi-evaluator strategies to capture nuanced model performance beyond automated metrics.
-
Scale evaluation practices across teams and projects while maintaining governance, traceability, and knowledge transfer.
Whether you are an AI engineer, data scientist, or machine learning practitioner responsible for deploying large language models, this book equips you with the tools and frameworks to implement evaluation processes that are actionable, auditable, and robust. By following the techniques in this guide, you will reduce risk, improve model reliability, and gain confidence in the real-world performance of your AI systems.
"Synopsis" may belong to another edition of this title.
GreatBookPrices
Columbia, MD, U.S.A.
AbeBooks seller since April 6, 2009
Shipping rates within U.S.A.
| Item | 5 to 14 business days | 8 to 14 business days |
|---|---|---|
| First item | £ 1.95 | £ 1.95 |
Payment methods
Store description
SuperBookDeals.com is your top source for finding new books at the absolute lowest prices, guaranteed ! We offer big discounts - everyday - on millions of titles in virtually any category, from Architecture to Zoology -- and everything in between. Discover great deals and super-savings, on professional books, text book titles, the newest computer guides, or your favorite fiction authors. You'll find it all - at HUGE SAVINGS - at SuperBookDeals. Browse through our complete online product catalog today. Serving customers around the world for years, we help thousands find just the books they're looking for -- at incredibly low, bargain prices.…
Seller's business information
Expert Trading Limited
9220 Rumsey Road, Suite 101
Columbia, MD U.S.A. 21045
Terms of sale
Company Name: GreatBookPrices
Legal Entity: Expert Trading, LLC
Address: 6310 Stevens Forest, suite 200, Columbia MD 21046
Email address: CustomerService@SuperBookDeals.com
Phone number: 410-964-0026
consumer complaints can be addressed to address above
Registration #: 52-1713923
Authorized representative: Danielle Hainsey
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 GreatBookPrices, Bensenville, Illinois, U.S.A., 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
Our warehouses across the globe are fully operational without substantial delays. We are working hard and continue to overcome the daily challenges presented by COVID-19. We appreciate your understanding.
Internal processing of your order will take about 1-2 business days. Please allow an additional 4-14 business days for Media Mail delivery. We have multiple ship-from locations - MD,IL,NJ,UK,IN,NV,TN & GA