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| - | <center><b>The book is now released!</b> Purchase <a href=https://leanpub.com/MLE>PDF</a>, <a href=https://www.amazon.com/Hundred-Page-Machine-Learning-Book-ebook-dp-B09Q15C9CQ/dp/B09Q15C9CQ/>Kindle</a>, <a href=https://www.amazon.com/Machine-Learning-Engineering-Andriy-Burkov/dp/1999579577/>paperback</a>, <a href=https://www.walmart.com/ip/Machine-Learning-Engineering-Hardcover-9781777005467/113748827>hardcover</a>.</center> | + | <center>Purchase <a href=https://leanpub.com/MLE>PDF</a>, <a href=https://www.amazon.com/Machine-Learning-Engineering-Andriy-Burkov-ebook/dp/B09Q18725P/>Kindle</a>, <a href=https://www.barnesandnoble.com/w/machine-learning-engineering-andriy-burkov/1137644949?ean=9781999579579>paperback</a>, <a href=https://www.walmart.com/ip/Machine-Learning-Engineering-Hardcover-9781777005467/113748827>hardcover</a>.</center> |
| </HTML> | </HTML> | ||
| - | {{ :new_cover.png?nolink&900 |}} | + | {{ :kindle_cover.png?nolink&900 |}} |
| This is the supporting wiki for the book **Machine Learning Engineering** by [[https://www.linkedin.com/in/andriyburkov/|Andriy Burkov]]. | This is the supporting wiki for the book **Machine Learning Engineering** by [[https://www.linkedin.com/in/andriyburkov/|Andriy Burkov]]. | ||
| - | *If you intend to use machine learning to solve business problems at scale, I'm delighted you got your hands on this book.* | + | //"If you intend to use machine learning to solve business problems at scale, I'm delighted you got your hands on this book."// |
| —**Cassie Kozyrkov**, Chief Decision Scientist at **Google** | —**Cassie Kozyrkov**, Chief Decision Scientist at **Google** | ||
| - | *''Foundational work about the reality of building machine learning models in production. Comes at the right time when companies start to see through the AI hype, realizing it takes a conscious engineering effort and best practices to make machine learning work. Another great book from Andriy!''* | + | //"Foundational work about the reality of building machine learning models in production. Comes at the right time when companies start to see through the AI hype, realizing it takes a conscious engineering effort and best practices to make machine learning work. Another great book from Andriy!"// |
| —**Karolis Urbonas**, Head of Machine Learning and Science at **Amazon** | —**Karolis Urbonas**, Head of Machine Learning and Science at **Amazon** | ||
| - | Just like my previous bestselling The Hundred-Page Machine Learning Book, this book is distributed on the ''read-first, buy-later'' principle. I strongly believe that paying for the content before consuming it is buying a pig in a poke. You can see and try a car in a dealership before you buy it. You can try on a shirt or a dress in a department store. You have to be able to read a book before paying for it. | + | Just like my previous bestselling The Hundred-Page Machine Learning Book, this book is distributed on the //"read-first, buy-later"// principle. I strongly believe that paying for the content before consuming it is buying a pig in a poke. You can see and try a car in a dealership before you buy it. You can try on a shirt or a dress in a department store. You have to be able to read a book before paying for it. |
| The read-first, buy-later principle implies that you can freely download the book, read it, and share it with your friends and colleagues. Only if you liked the book or found it useful, then buy it. | The read-first, buy-later principle implies that you can freely download the book, read it, and share it with your friends and colleagues. Only if you liked the book or found it useful, then buy it. | ||
| - | The book is available for purchase as a [[https://leanpub.com/MLE|PDF]], [[https://www.amazon.com/dp/B08HKSG5X8|Kindle]], [[https://www.barnesandnoble.com/w/machine-learning-engineering-andriy-burkov/1137644949|paperback]], and [[https://www.amazon.com/dp/1777005469/|hardcover]]. | + | The book is available for purchase as a [[https://leanpub.com/MLE|PDF]], [[https://www.amazon.com/Machine-Learning-Engineering-Andriy-Burkov-ebook/dp/B09Q18725P/|Kindle]], [[https://www.barnesandnoble.com/w/machine-learning-engineering-andriy-burkov/1137644949|paperback]], and [[https://www.walmart.com/ip/Machine-Learning-Engineering-Hardcover-9781777005467/113748827|hardcover]]. |
| Enjoy! | Enjoy! | ||
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| ===== Released Drafts of the Chapters ===== | ===== Released Drafts of the Chapters ===== | ||
| - | * [[http://bit.ly/theMLbook-Preface|Preface]] | + | * [[http://bit.ly/MLEbook-Foreword|Foreword by Cassie Kozyrkov]] |
| - | * Chapter 1: [[http://bit.ly/theMLbook-Chapter-1|Introduction]] | + | * [[http://bit.ly/MLEbook-Preface|Preface]] |
| + | * Chapter 1: [[http://bit.ly/MLEbook-Chapter1|Introduction]] | ||
| + | * Chapter 2: [[http://bit.ly/MLEbook-Chapter2|Before the Project Starts]] | ||
| + | * Chapter 3: [[http://bit.ly/MLEbook-Chapter3|Data Collection and Preparation]] | ||
| + | * Chapter 4: [[http://bit.ly/MLEbook-Chapter4|Feature Engineering]] | ||
| + | * Chapter 5: [[http://bit.ly/MLEbook-Chapter5|Supervised Model Training (Part 1)]] | ||
| + | * Chapter 6: [[http://bit.ly/MLEbook-Chapter6|Supervised Model Training (Part 2)]] | ||
| + | * Chapter 7: [[http://bit.ly/MLEbook-Chapter7|Model Evaluation]] | ||
| + | * Chapter 8: [[http://bit.ly/MLEbook-Chapter8|Model Deployment]] | ||
| + | * Chapter 9: [[http://bit.ly/MLEbook-Chapter9|Model Serving, Monitoring, and Maintenance]] | ||
| + | * Chapter 10: [[http://bit.ly/MLEbook-Chapter10|Conclusion]] | ||
| - | Part I: Supervised Learning | + | [[corrections|Corrections]] |
| - | + | ||
| - | * Chapter 2: [[http://bit.ly/theMLbook-Chapter-2|Notation and Definitions]] | + | |
| - | * Chapter 3: [[http://bit.ly/theMLbook-Chapter-3|Fundamental Algorithms]] (plus [[https://www.dropbox.com/s/02k52sbksqf4y6k/ExtendedChapter3.pdf?dl=0|in-depth material]]) | + | |
| - | * Chapter 4: [[http://bit.ly/theMLbook-Chapter-4|Anatomy of a Learning Algorithm]] | + | |
| - | * Chapter 5: [[http://bit.ly/theMLbook-Chapter-5|Basic Practice]] (plus [[https://www.dropbox.com/s/e1y0qur8obh47so/ExtendedChapter5.pdf?dl=0|in-depth material]]) | + | |
| - | * Chapter 6: [[http://bit.ly/theMLbook-Chapter-6|Neural Networks and Deep Learning]] (plus [[https://www.dropbox.com/s/ouj8ddydc77tewo/ExtendedChapter6.pdf?dl=0|in-depth material]]) | + | |
| - | * Chapter 7: [[http://bit.ly/theMLbook-Chapter-7|Problems and Solutions]] | + | |
| - | * Chapter 8: [[http://bit.ly/theMLbook-Chapter-8|Advanced Practice]] | + | |
| - | + | ||
| - | Part II: Unsupervised and Other Forms of Learning | + | |
| - | + | ||
| - | * Chapter 9: [[http://bit.ly/theMLbook-Chapter09|Unsupervised Learning]] (plus [[https://www.dropbox.com/s/8q28yebc4lu93rp/ExtendedChapter9.pdf?dl=0|in-depth material]]) | + | |
| - | * Chapter 10: [[http://bit.ly/theMLbook-Chapter-10|Other Forms of Learning]] | + | |
| - | * Chapter 11: [[http://bit.ly/theMLbook-Chapter-11|Conclusion]] | + | |
| - | + | ||
| - | [[https://github.com/aburkov/theMLbook|Code on Github]] | + | |
| - | + | ||
| - | [[http://themlbook.com/wiki/doku.php?id=start&do=index|All wiki pages]] | + | |
| Don't forget to subscribe to the mailing list if you wish to receive updates! | Don't forget to subscribe to the mailing list if you wish to receive updates! | ||
| - | Already above 16,000 subscribers! | + | Already above **16,000** subscribers! |
| - | + | ||
| - | **WARNING!** To avoid buying counterfeit on Amazon, click on [[https://www.amazon.com/gp/offer-listing/199957950X/|See All Buying Options]] | + | |
| - | and choose **Amazon.com** and not a third-party seller. | + | |
| <HTML> | <HTML> | ||
| - | <center>Check my new book: <a href=http://mlebook.com>Machine Learning Engineering</a> (2020)</center> | + | <center>Check my first book: <a href=http://themlbook.com>The Hundred-Page Machine Learning Book</a> (2019)</center> |
| </HTML> | </HTML> | ||
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