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Applied Machine Learning and AI for Engineers: Solve Business Problems That Can't Be Solved Algorithmically
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This book is for engineers, software developers, IT managers, and others whose goal is to build a practical understanding of ML and AI and put that knowledge to work solving problems that were difficult or even intractable before.
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- While many introductory guides to AI are calculus books in disguise, this one mostly eschews the math. Instead, author Jeff Prosise helps engineers and software developers build an intuitive understanding of AI to solve business problems. Need to create a system to detect the sounds of illegal logging in the rainforest, analyze text for sentiment, or predict early failures in rotating machinery? This practical book teaches you the skills necessary to put AI and machine learning to work at your company.Applied Machine Learning and AI for Engineers provides examples and illustrations from the AI and ML course Prosise teaches at companies and research institutions worldwide. There's no fluff and no scary equations—just a fast start for engineers and software developers, complete with hands-on examples.This book helps you:Learn what machine learning and deep learning are and what they can accomplishUnderstand how popular learning algorithms work and when to apply themBuild machine learning models in Python with Scikit-Learn, and neural networks with Keras and TensorFlowTrain and score regression models and binary and multiclass classification modelsBuild facial recognition models and object detection modelsBuild language models that respond to natural-language queries and translate text to other languagesUse Cognitive Services to infuse AI into the apps that you write
| Publisher | O'Reilly Media |
| Publication date | December 20, 2022 |
| Edition | 1st |
| Language | English |
| Print length | 425 pages |
| ISBN-10 | 1492098051 |
| ISBN-13 | 978-1492098058 |
| Item Weight | 2.31 pounds (1.05 kg) |
| Dimensions | 7 x 1 x 9.25 inches (17.8 x 2.5 x 23.5 cm) |
Who Should Buy?
-
Engineering Professionals
Engineers looking to integrate machine learning into their processes will find applicable strategies and solutions in this book.
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Data Analysts
Data analysts who want to approach complex business problems with machine learning and AI techniques can benefit significantly.
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Business Leaders
Leaders aiming to leverage AI for business growth will find practical insights for solving non-algorithmic challenges.
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Beginner Learners
Those with no prior knowledge of machine learning will struggle with the advanced concepts presented in this book.
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優點
- Practical business applications
- Easily understandable concepts
- Real-world case studies
- Engaging writing style
- Helpful for non-experts
缺點
- Some sections could use more depth.
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特色和優勢
- Targeted towards engineers, software developers, and IT managers.
- Focuses on building a practical understanding of Machine Learning (ML) and Artificial Intelligence (AI).
- Aims to help users apply ML and AI concepts to solve complex business problems.
- Simplifies complex concepts, making them accessible without needing advanced mathematics.
- Guides readers through real-world applications of ML and AI.
- Equips readers with the knowledge to build or utilize AI systems in their own projects.
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