Build a Machine Learning Platform (From Scratch)
Lingua: inglese
Editore: Manning Publications Apr 2026, 2026
- Brossura
- Nuovo

Da: Books-by-Floh, Paderborn, GermaniaBooks-by-Floh
Venditore AbeBooks dal 13 marzo 2026
Condizione: Nuovo
EUR 71,93
Quantità: 2 disponibili
Aggiungi al carrelloDescrizione dell’articolo da parte del venditore
Neuware -Machine learning models look great in not Elektronisches Buch, then collapse in production. Ready to build an ML platform that actually delivers Here's a step-by-step, project-driven guide to building an MLOps-ready platform from scratch. Inside you'll find: Step-by-step ML pipeline assembly: A true 'from-scratch' playbook that assembles an end-to-end MLOps stack. Deploy machine learning models to production: Combine Kubeflow, MLflow, BentoML, Feast, and Evidently without vendor lock-in. Build end-to-end data pipelines: Move seamlessly from raw data to monitored, live predictions. Robust deployment patterns: Serve fast, scalable models that stay responsive under real traffic. Effective monitoring and explainability: Detect drift early and keep stakeholders confident. Build a Machine Learning Platform (From Scratch) by Benjamin Tan Wei Hao, Shanoop Padmanabhan, and Varun Mallya delivers a practical field guide in print and Elektronisches Buch formats. Three veteran engineers lead you through every layer of modern MLOps. The chapters construct two reference systems, an image classifier and a recommendation engine, while teaching orchestration, training, serving, and monitoring techniques. The actionable items for each concept include sample code, architecture diagrams, and checklists. By the end of this book, you will end up with a reusable blueprint that slashes deployment time, reduces firefighting, and thrives with team growth. You will start shipping platforms that thrive. Ideal for Python-savvy data scientists and software engineers eager to master production-quality machine learning. 504 pp. Englisch.…
Codice articolo 9781633437333
- Titolo
- Build a Machine Learning Platform (From Scratch)
- Autore
- Benjamin Hao
- Editore
- Manning Publications Apr 2026
- Anno di pubblicazione
- 2026
- Condizione
- Neu
- Rilegatura
- Buch
- Lingua
- inglese
- ISBN 10
- 1633437337
- ISBN 13
- 9781633437333
- Peso dell'articolo
- 691 grammi
- Dimensioni
- 235x192x40 mm
Delivering a successful machine learning project is hard. This book makes it easier. In it, you’ll design a reliable ML system from the ground up, incorporating MLOps and DevOps along with a stack of proven infrastructure tools including Kubeflow, MLFlow, BentoML, Evidently, and Feast.
A properly designed machine learning system streamlines data workflows, improves collaboration between data and operations teams, and provides much-needed structure for both training and deployment. In this book you’ll learn how to design and implement a machine learning system from the ground up. You’ll appreciate this instantly-useful introduction to achieving the full benefits of automated ML infrastructure.
In Machine Learning Platform Engineering you’ll learn how to:
• Set up an MLOps platform
• Deploy machine learning models to production
• Build end-to-end data pipelines
• Effective monitoring and explainability
About the technology
AI and ML systems have a lot of moving parts, from language libraries and application frameworks, to workflow and deployment infrastructure, to LLMs and other advanced models. A well-designed internal development platform (IDP) gives developers a defined set of tools and guidelines that accelerate the dev process, improving consistency, security, and developer experience.
About the book
Machine Learning Platform Engineering shows you how to build an effective IDP for ML and AI applications. Each chapter illuminates a vital part of the ML workflow, including setting up orchestration pipelines, selecting models, allocating resources for training, inference, and serving, and more. As you go, you’ll create a versatile modern platform using open source tools like Kubeflow, MLFlow, BentoML, Evidently, Feast, and LangChain.
What's inside
• Set up an end-to-end MLOps/LLMOps platform
• Deploy ML and AI models to production
• Effective monitoring, evaluation, and explainability
About the reader
For data scientists or software engineers. Examples in Python.
About the author
Benjamin Tan Wei Hao leads a team of ML engineers and data scientists at DKatalis. Shanoop Padmanabhan is a software engineering manager at Continental Automotive. Varun Mallya is a senior ML engineer at DKatalis.
Table of Contents
Part 1
1 Getting started with MLOps and ML engineering
2 What is MLOps?
3 Building applications on Kubernetes
Part 2
4 Designing reliable ML systems
5 Orchestrating ML pipelines
6 Productionizing ML models
Part 3
7 Data analysis and preparation
8 Model training and validation: Part 1
9 Model training and validation: Part 2
10 Model inference and serving
11 Monitoring and explainability
Part 4
12 Designing LLM-powered systems
13 Production LLM system design
A Installation and setup
B Basics of YAML
"Riassunto" può appartenere a un’altra edizione di questo titolo.
Informazioni sull’autore
Shanoop Padmanabhan is a software engineering manager at Continental Automotive, where he leads a team of software engineers focusing on machine learning based perception for autonomous vehicles.
Varun Mallya is a machine learning engineer working at DKatalis where he is responsible for the setup and maintenance of the Bank’s machine learning platform.
"Descrizione articolo" può appartenere a un’altra edizione di questo titolo.
Books-by-Floh
Paderborn, Germania
Venditore AbeBooks dal 13 marzo 2026
Tariffe di spedizione da Germania a U.S.A.
| Articolo | Da 60 a 60 giorni lavorativi | Da 60 a 60 giorni lavorativi |
|---|---|---|
| Primo articolo | EUR 105,00 | EUR 130,00 |
Metodi di pagamento
Descrizione dello Store
Books-by-Floh steht für ein breites, kuratiertes Buchsortiment aus einer Hand. Unser Fokus liegt auf Qualität, Vielfalt und zuverlässiger Abwicklung. Wir führen Romane, Krimis, Thriller, Liebesromane, Lyrik, Anthologien, Mythologie, Fachbücher sowie Werke der Gegenwartsliteratur – für Leserinnen und Leser mit Anspruch. Alle Artikel werden ausschließlich aus Deutschland versendet. Das garantiert kurze Lieferzeiten, transparente Prozesse und einen verlässlichen Service. Unser Anspruch: unkomplizierter Einkauf, Bücher, die man gerne liest – heute und morgen. Books-by-Floh – Bücher. Klar. Verlässlich. …
Specializzazione
BelletristikInformazioni sull’azienda del venditore
Books-by-Floh
Germania
Impressum:
Florian Gerlach | booksbyfloh.de | Von-Wied-Str. 8b | 33104 Paderborn | Telefon: +4915227781070 | E-Mail: info@booksbyfloh.de | Finanzamt Paderborn | Umsatzsteuer-ID: DE227453788
Books-by-Floh steht für ein breites, kuratiertes Buchsortiment aus einer Hand. Unser Fokus liegt auf Qualität, Vielfalt und zuverlässiger Abwicklung.
Wir führen Romane, Krimis, Thriller, Liebesromane, Lyrik, Anthologien, Mythologie, Fachbücher sowie Werke der Gegenwartsliteratur – für Leserinnen und Leser mit Anspruch.
Alle Artikel werden ausschließlich aus Deutschland versendet. Das garantiert kurze Lieferzeiten, transparente Prozesse und einen verlässlichen Service.
Unser Anspruch: unkomplizierter Einkauf, Bücher, die man gerne liest – heute und morgen.
Books-by-Floh – Bücher. Klar. Verlässlich.
Condizioni di vendita
General Terms and Conditions
Table of Contents
- Scope
- Contracting Party, Conclusion of Contract, Correction Options
- Contract Language, Storage of Contract Text
- Delivery Conditions
- Payment
- Right of Withdrawal
- Retention of Title
- Transport Damage
- Data Backup
- Warranty and Guarantees
- Liability
- Dispute Resolution
- Protection of Minors
- Final Provisions
- Battery Disposal Information
1. Scope
These General Terms and Conditions (GTC) apply to all orders placed via the Abebooks or ZAVB website by consumers and entrepreneurs.
A consumer is any natural person who enters into a legal transaction for purposes that are predominantly outside their trade, business, or profession. An entrepreneur is a natural or legal person or a legal partnership acting in the exercise of their trade or independent professional activity.
With respect to entrepreneurs: conflicting or supplementary general terms and conditions are hereby rejected unless expressly agreed otherwise.
2. Contracting Party, Conclusion of Contract, Correction Options
2.1 Contracting Party
The purchase contract is concluded with Books-by-Floh - Florian Gerlach.
2.2 Conclusion of Contract
By listing a product at a fixed price, we make a binding offer to conclude a contract for that product. The fixed price and duration of the offer define the acceptance period.
You may accept offers for multiple products by placing them in the shopping cart (subject to availability) and completing the subsequent payment process.
2.3 Correction Options
You may identify and correct input errors during the ordering process using the tools provided by Abebooks or ZAVB.
To cancel a transaction, use your browser’s “back” button. In the shopping cart, quantities can be adjusted or items removed. Errors can also be corrected by canceling the purchase process.
3. Contract Language, Storage of Contract Text
The language available for the conclusion of the contract is German.
The contract text is stored in our systems but is not accessible to you. However, you may view recent orders via your Abebooks or ZAVB account under “Purchases/Sales.” The full contract text is not accessible there.
4. Delivery Conditions
Products are shipped to the delivery address specified during the ordering process.
Delivery is by shipment only. Collection is not possible.
We do not deliver to parcel stations.
5. Payment
5.1 Due Date and Default
The price is due upon conclusion of the contract unless otherwise specified.
For consumers: in case of default, we reserve the right to charge €1.50 per reminder from the second reminder onwards.
For entrepreneurs: statutory default interest of nine percentage points above the base rate plus a flat fee of €40 will be charged.
Further claims remain unaffected.
5.2 Payment Methods
Available payment methods:
PayPal
Payment via PayPal (Europe) S.à r.l. et Cie, S.C.A. requires registration and confirmation. Payment is processed immediately after order placement.
Direct Debit (via PayPal)
Subject to address and credit check. By confirming the payment, you grant PayPal a direct debit mandate.
Bank Transfer
Advance payment via transfer to our account at Deutsche Kreditbank (DKB). Goods are shipped after receipt of payment.
6. Right of Withdrawal
You are entitled to the statutory right of withdrawal as described in the withdrawal policy.
7. Retention of Title
The goods remain our property until full payment is received.
For entrepreneurs: ownership is retained until all claims arising from the business relationship are settled. Claims from resale are assigned to us in advance.
8. Transport Damage
For consumers: visible transport damage must be reported immediately to the carrier and to us.
For entrepreneurs: risk passes upon handover to the carrier.
9. Data Backup
You are responsible for proper and regular data backups.
We are not liable for data loss that could have been avoided through proper backup, except in cases of intent, gross negligence, injury to life, body, or health, breach of essential contractual obligations, guarantees, or product liability.
10. Warranty and Guarantees
10.1 Liability for Defects
Statutory warranty law applies unless otherwise agreed.
Limitations do not apply in cases of personal injury, intent, gross negligence, breach of essential obligations, guarantees, or product liability.
For entrepreneurs:
- Only our product descriptions and manufacturer specifications are binding
- Warranty period for new goods: 1 year from transfer of risk
Commercial buyers must comply with inspection and notification obligations under § 377 HGB.
10.2 Guarantees and Customer Service
Details of any additional guarantees are provided with the respective product.
11. Liability
We are fully liable in cases of:
- injury to life, body, or health
- intent or gross negligence
- guarantees
- product liability
For slight negligence in essential contractual obligations, liability is limited to foreseeable damages.
All other liability is excluded.
12. Dispute Resolution
We are neither obligated nor willing to participate in dispute resolution proceedings before a consumer arbitration board.
13. Protection of Minors
For age-restricted products, we ensure compliance through identity and age verification.
Delivery is made only after successful age verification and exclusively to the customer.
14. Final Provisions
If you are an entrepreneur, German law applies excluding the UN Convention on Contracts for the International Sale of Goods (CISG).
If individual clauses are invalid, the remainder of the contract remains valid. Statutory provisions apply in place of invalid clauses.
15. Battery Disposal Information
Batteries must not be disposed of with household waste.
They must be returned to collection points or retailers free of charge. End users are legally obliged to return used batteries.
Batteries may also be returned to us (sufficient postage required).
Used batteries must be protected against short circuits before return.
Meaning of symbols:
- Crossed-out bin: no household disposal
- “Hg” = mercury
- “Cd” = cadmium
- “Pb” = lead
Diritto di recesso
Se sei un consumatore puoi recedere dal contratto in conformità con quanto segue. Per Consumatore si intende qualsiasi persona fisica che agisce per scopi estranei alla propria attività commerciale, imprenditoriale, artigianale o professionale.
Informazioni sul diritto di recesso
Diritto legale di recesso
Hai il diritto di recedere dal presente contratto entro 14 giorni senza fornire alcuna motivazione.
Il periodo di recesso scade dopo 14 giorni dal giorno in cui tu o una terza parte, diversa dal vettore e da te indicata, acquisisce il possesso fisico dell'ultimo bene o dell'ultimo lotto o pezzo.
Per esercitare il diritto di recesso, compila e invia elettronicamente una dichiarazione esplicita sul nostro sito Web, alla voce “I miei acquisti” nella sezione “Mio account”. Ti comunicheremo senza indugio una conferma di ricezione di tale recesso su un supporto durevole (ad es. via e-mail).
Per rispettare il termine di recesso, è sufficiente inviare la comunicazione relativa all'esercizio del diritto di recesso prima della scadenza del periodo di recesso stesso.
Effetti del recesso
In caso di recesso dal presente contratto, ti rimborseremo tutti i pagamenti ricevuti, compresi i costi di spedizione (ad eccezione dei costi supplementari derivanti dalla tua eventuale scelta di un tipo di spedizione diverso dal tipo meno costoso di consegna standard da noi offerto).
Potremo effettuare una detrazione dal rimborso per la perdita di valore dei beni forniti, qualora tale perdita sia il risultato di una manipolazione non necessaria da parte tua.
Eseguiremo il rimborso senza indebito ritardo e non oltre 14 giorni dal giorno in cui saremo informati della tua decisione di recedere dal presente contratto.
Il rimborso sarà effettuato utilizzando lo stesso mezzo di pagamento da te usato per la transazione iniziale, salvo che tu non abbia espressamente concordato altrimenti; in ogni caso, non dovrai sostenere alcun costo quale conseguenza di tale rimborso.
Possiamo trattenere il rimborso finché non avremo ricevuto i beni oppure finché non avrai fornito la prova di averli rispediti, a seconda di quale condizione si verifichi per prima.
Dovrai rispedire i beni o consegnarli a Books-by-Floh, Paderborn, Germany, senza indebito ritardo e, in ogni caso, entro 14 giorni dal giorno in cui ci hai comunicato la tua volontà di recedere dal presente contratto. Il termine è rispettato se rispedisci i beni prima della scadenza del periodo di 14 giorni. I costi diretti della restituzione dei beni saranno a tuo carico. Sei responsabile solo della diminuzione del valore dei beni risultante da una manipolazione diversa da quella necessaria per stabilire la natura, le caratteristiche e il funzionamento dei beni stessi.
Eccezioni al diritto di recesso
Il diritto di recesso non si applica a:
- La fornitura di giornali, periodici o riviste ad eccezione dei contratti di abbonamento; e
- La fornitura di contenuto digitale non fornito su un supporto materiale (ad es. su un CD o DVD), se al momento dell'invio dell'ordine hai accettato l'inizio dell'esecuzione e hai riconosciuto che non avresti potuto recedere una volta iniziata l'esecuzione.
Privacy e sicurezza
Privacy Policy
We use the data you provide to fulfill and process your order. Your data will be passed on to the shipping company commissioned with the delivery, insofar as this is necessary for the delivery of the goods.
For the processing of payments, we may pass your payment data to our bank where required. Your data will not be disclosed to other third parties or used for advertising purposes.
Upon full completion of the contract and full payment of the purchase price, your data will be blocked for further use and deleted after the expiry of the retention periods required under tax and commercial law.
We protect our systems through technical and organizational measures against loss, destruction, access, alteration, or dissemination of your data by unauthorized persons. Despite regular checks, complete protection against all risks is not possible.
You have the right to receive free information about your stored data, as well as, where applicable, the right to rectification, restriction, or deletion of such data.
For questions regarding the collection, processing, or use of your personal data, for information, correction, restriction, or deletion of data, please contact:
Mr. Florian Gerlach
Email: info@booksbyfloh.de
This privacy policy was prepared by the law firm WILDE BEUGER SOLMECKE – further information at www.wbs-law.de.