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《Hiring Data Scientists and Machine Learning Engineers》 is a concise, practical guide by Roy Keyes. Its main goal is not to teach data science skills, but to help organizations hire data scientists and machine learning engineers more effectively. It is aimed at people who need to build or expand data/machine learning teams, and addresses common problems such as unclear role definitions, difficulty assessing skills, and weak interview signals.
Based on the available text, this product is essentially a book/ebook for self-study, rather than a live course, recorded course, or 1-on-1 coaching service. It covers practical topics such as clarifying hiring needs, writing job descriptions, working with HR on sourcing, screening applicants, conducting high-signal interviews, optimizing remote and office-based hiring processes, and identifying “DS BS.” The book also includes interviews with relevant managers from organizations such as Mozilla, Wikimedia Foundation, Lyft, iRobot, and Spotify, offering some industry perspective.
The paperback is priced at $34.99 and includes the ebook. The ebook costs $19.99 and is available in PDF, epub, and mobi formats, as well as for browser-based reading. The ebook is sold through Leanpub and uses a minimum-price model, allowing readers to choose to pay more. The paperback is printed on demand, so shipping may take a few days. The text does not state whether commonly used Chinese payment methods are supported.
Its main strength is its highly focused topic: the real-world pain point of hiring DS/MLE talent. The content covers the full process from role positioning to interview execution, making it useful for managers and others involved in recruitment. The author has worked in data science since 2012 and has experience in team building and cross-industry consulting, which fits the subject well. The limitations are also clear: this is not a structured course, and it does not include assignments, a community, mentor feedback, certification, or a certificate. The teaching language is not explicitly stated, but the page content is in English, so Chinese learners may face a language barrier.
It is best suited to startup founders, digital transformation leaders, analytics team leads, machine learning team managers, and candidates who want to understand how hiring teams evaluate applicants. It is less suitable for learners who want to study modeling, programming, or earn a professional certificate. The text does not provide information about access from mainland China. Purchasing may involve platforms such as The Book Patch, Amazon, and Leanpub, so network accessibility and payment experience may vary by platform. If access is limited, alternatives could include technical recruiting books, LinkedIn Learning/Coursera recruiting courses, or internal corporate recruitment training.
⚠ This review is compiled from public sources and does not constitute a purchase recommendation. Verify all facts on the vendor's official site. Verify on dshiring.com official site.
dshiring.com is an United States Education provider. TG4G tracks its product information, with monthly pricing from $19.99, an overall rating of 6.0/10, and a China-accessibility score of Workable. Click "Visit Official Site" to reach dshiring.com directly.