| Category: | Non-Fiction - Business/Finance |
|---|---|
| Author: | Eric Siegel |
| Number of Pages: | 256 |
| ISBN-10: | 0262048906 |
| ISBN-13: | 978-0262048903 |
| ASIN: | Unsure |
The AI Playbook: Mastering the Rare Art of Machine Learning Deployment by Eric Siegel provides a comprehensive and practical guide for navigating the complex science of deploying machine learning (ML) projects within organizations. Siegel presents a six-step bizML practice aimed at ushering ML initiatives from conception to deployment, drawing from his extensive consulting experience with Fortune Global 500 companies. The book begins by addressing the pervasive impact of ML across various business domains and the challenges of successfully deploying ML projects. Siegel emphasizes the importance of aligning ML initiatives with clear business outcomes and engaging stakeholders effectively. Through illuminating case studies, including examples from UPS and FICO, Siegel illustrates both the successes and failures of ML deployment, providing valuable insights into best practices and common pitfalls.
The book’s focus on bridging the gap between technical and business requirements and the need for collaboration and communication across teams shines through the book. Each chapter outlines essential practices for successful ML deployment, from establishing deployment and prediction goals to preparing data and deploying models. Moreover, Siegel introduces the concept of ''bizML'' as a structured approach to facilitate collaboration and planning for ML deployment, offering practical strategies for overcoming common challenges. Readers will understand why it is essential to establish clear deployment goals to align ML initiatives with overarching business objectives, define precise prediction goals, and ensure that ML models effectively address specific business challenges. The bizML concept underscores the need to establish robust evaluation metrics to assess deployed models' performance and efficacy accurately. Also, it stresses the critical role of data preparation in fueling successful ML deployment, emphasizing the importance of clean, relevant data for effective training models. The AI Playbook provides a valuable roadmap for ML deployment, offering actionable insights and practical advice for harnessing the full potential of ML within organizations. The book's accessible language and real-world examples make it valuable for business professionals and technical practitioners involved in ML projects. The author has a wealth of experience and knowledge and can communicate it, providing illustrations and images as telling as the engaging prose.
Hand-picked reviews our authors and readers are loving right now
Essays, author interviews and publishing advice for curious readers and writers.
You open the book admitting you never wanted to be a leader, and when your VP promoted you, the entire onboarding was “Congratulations. Don’t fuck it up.” Twenty-plus years later, what did you actually need to hear in that conference room, and what would you say now to someone getting that same call this week?I should...
Read the article →
Expanded Awareness: A Health Psychologist's Inquiry into AI and Consciousness
Read the article →
For avid readers, being aware of these trends can enhance your reading experience, broaden your horizons, and, let’s be honest, help you sound like a literary genius at your next book club meeting.
Read the article →
This guide ranks the ten most effective marketing tools available to authors in 2027—from review services and award programs to advertising platforms and owned-audience engines—and shows you how to stack them into a single, self-reinforcing system.
Read the article →
With over two million books published every year, how do readers decide what to buy—and how do authors break through the noise? The secret lies in trust. Discover how Editorial Book Reviews, ethically leveraged paid book reviews, and prestigious Author Award C...
Read the article →
In an increasingly competitive market, editorial book reviews give independent authors the credibility, marketing assets, and retail appeal needed to succeed.
Read the article →
 Mommys_Boy_6x9.jpg)
.jpg)
