Free Ebook , by Mariya Yao Adelyn Zhou
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, by Mariya Yao Adelyn Zhou
Free Ebook , by Mariya Yao Adelyn Zhou
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Product details
File Size: 1997 KB
Print Length: 175 pages
Simultaneous Device Usage: Unlimited
Publisher: TOPBOTS (June 2, 2018)
Publication Date: June 2, 2018
Sold by: Amazon Digital Services LLC
Language: English
ASIN: B07DHZT2DW
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Amazon Best Sellers Rank:
#15,988 Paid in Kindle Store (See Top 100 Paid in Kindle Store)
I've spent a decent amount of time recently thinking about predictive models, mainly for churn and LTV. As such AI and ML has been something that I've started researching more. I'm not at an advanced level yet, but have spent enough time to know that most of the stuff I'm consuming is simply telling me about the importance of AI and ML as well as the threat or the risk. I haven't found too many practical manuals or frameworks for applying it. I'm not yet through all the frameworks, but in Chapter 8 I've start to be able to outline how to think about what to apply, and what data I'm actually going to need to have. I also like having some of the typical errors around data collection outlined for me. For me, this is super valuable. Will post updates if I have cool tips to share that I've learned.
This is an excellent resource for business owners like myself who are interested in AI, but weren't quite sure how it will change the nature of our work. 'Applied Artificial Intelligence' is keen to note that artificial intelligence is only as good as it's programming. And that programming is inherently biased based on the views of the programmer. To this end, AI programs can produce inconsistent results, even when implemented correctly. I'm not sure if the solution to this is better programming or better understanding of our customers. Since AI talent is scarce, it will take time before these methods will be adapted on a large scale. I agree with the quote about the challenges of AI: "The future is already here, it's just not evenly distributed." - William Gibson. I highly recommend this book to anyone who wants to get a handle on how AI is shaping the business landscape today.
This is a quick read with densely packed information for business leaders looking to understand more about artificial intelligence, its enterprise applications, and recommended implementation strategies. I am using it to aid my transition into an AI-centered company in a design role, so I found the introductory section especially useful in its clarification of domain terminology (e.g. "machine learning" vs. "deep learning", "MLaaS", "probabilistic programming", "AGI" vs "weak AI"). The Machine Intelligence Continuum (MIC) section categorizes machine intelligence by complexity in a way that's useful to non-technical readers. I also appreciated the authors' emphasis on ethical responsibility and the importance of prioritizing inclusivity, for both AI users and creators. The book includes many examples of companies that have already successfully implemented AI strategies, either as core business or in support of existing efforts. This is a well-written summary of what you need to know, with supplementary information available online through the book's website. I highly recommend it for anyone looking to understand more about AI and its potential applications.
I found this book super useful to understanding AI and machine learning from a business perspective. I have some familiarity with the space, and I was still able to get a ton of value from it. The frameworks and examples were incredibly useful, and I especially appreciated that it wasn't overly jargoned or fluffy. Highly recommend!
I worked in government for over a decade making policy decisions about environmental protection and public health. I picked up this book because I’ve been curious about how automation and AI will change our society as well as our governance models. While a lot of the book focuses on corporate applications, I did find the sections on ethical AI, defense against malicious uses of AI, collaborative design of AI systems, and reskilling of displaced workers to be very insightful and relevant for improving public service. I also found it useful to understand the concept of “technical debt†and alternatives to accuracy as measures of how well machine learning systems are performing. Overall, I found this book to be a useful introduction and look forward to learning more about the space.
As someone who develops algorithms that make predictions and automate tasks, I often walk overly excited business leaders back from unrealistic expectations about how using AI will improve their operations. This book is an comprehensive high level view of the usefulness of using this technology in companies. While it lacks depth on many nuanced topics (esp. around black-boxy nature of most algorithms), it should give an org leader enough context to have a constructive conversation about the why and how AI fits into their business objectives.
We do a lot of work with AI at my company, so I was surprised to find out that this book still contained a lot of useful information I didn't already know. Recommended if you want to cover your bases when it comes to AI for business.Helped me clarify a lot of AI terminology and especially liked the section on "common errors with data and machine learning".
Smart and to-the-point. An informative and useful guide to understanding and implementing AI solutions in an organization without being overly academic or theoretical, and covers the most important topics (e.g. use cases, stakeholder considerations, adoption, ethics). Highly recommend for both technical and non-technical business leaders.
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