Get Free Ebook Hands-On Machine Learning with Scikit-Learn and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems

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Hands-On Machine Learning with Scikit-Learn and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems

Get Free Ebook Hands-On Machine Learning with Scikit-Learn and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems

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About the Author

Aurélien Géron is a Machine Learning consultant. A former Googler, he led the YouTube video classification team from 2013 to 2016. He was also a founder and CTO of Wifirst from 2002 to 2012, a leading Wireless ISP in France, and a founder and CTO of Polyconseil in 2001, the firm that now manages the electric car sharing service Autolib'.Before this he worked as an engineer in a variety of domains: finance (JP Morgan and Société Générale), defense (Canada's DOD), and healthcare (blood transfusion). He published a few technical books (on C++, WiFi, and Internet architectures), and was a Computer Science lecturer in a French engineering school.A few fun facts: he taught his 3 children to count in binary with their fingers (up to 1023), he studied microbiology and evolutionary genetics before going into software engineering, and his parachute didn't open on the 2nd jump.

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Product details

Paperback: 574 pages

Publisher: O'Reilly Media; 1 edition (April 9, 2017)

Language: English

ISBN-10: 1491962291

ISBN-13: 978-1491962299

Product Dimensions:

7 x 1.3 x 9.2 inches

Shipping Weight: 2.1 pounds (View shipping rates and policies)

Average Customer Review:

4.4 out of 5 stars

262 customer reviews

Amazon Best Sellers Rank:

#1,372 in Books (See Top 100 in Books)

I've been involved in machine learning as a researcher / practitioner for 5 years, but used R for most of it and was originally reluctant to move to Python (learning pandas, numpy, scipy, and scikit-learn is an intimidating hill to climb when you're already so comfortable in R).I got this book for the deep learning portion (about half of the overall book length), and was shocked at the clarity of the conceptual explanations and code implementations. I've read many extensive explanations of important neural network architectures (FFNs, CNNs, RNNs, ...) and none of them were this clear and intuitive. Within 5 days I was able to go from having zero deep learning experience to easily implementing complicated architectures with TensorFlow.Many people recommend Keras as an alternative to TensorFlow, and I agree... but reading this book allowed me to understand the structure of the underlying code enough to use Keras much more effectively than if I had just started there and never learned what's going on under the hood.I was so impressed with the deep learning portion of this book that I went back and read the rest of it. I can't recommend this work highly enough.

This has to be at the top of my list of most highly recommended books! The amount of material it covers is awesome, and I can find almost no fault with it. The writing is extremely clear, easy to read, written in impeccable English. Very well edited. I don't think I came across any spelling or grammar errors, or any real errors at all. Truly solid writing.The breadth of information covered if quite wide. The choice to start with Scikit-Learn was interesting, but makes sense on some level while he's introducing the more basic machine learning concepts. Simple machine learning techniques like logistic regression, data conditioning, dealing with training, validation, test set. Even if you've read about these concepts a million times, you might still glean useful information from these pages.The Tensorflow section is also super well done. Straightforward setup instructions, pretty intelligible explanation of the basic concepts (variables, placeholders, layers, etc.) to get you started. The example code is quite good, and the notebooks are quite complete and seem to work well, with maybe a few tweaks and additional setup for some. I also found that the notebooks show more examples than what's in the book, which can be nice.I only went really hands on with the reinforcement learning notebook, and found that it was well done and a good base to start my own work from. Even just having a section on reinforcement learning is very rare in a book of this style, and Geron's samples and explanations are really solid. He obviously has a strong grasp of many varied fields within deep learning, and that includes reinforcement learning. The only thing I wish it had was an A3C sample, to make my life that much easier. But you can't have everything.I really liked his tips on which types of layers, activations, regularization, etc. are most effective, and gives good starting points for decent convergence. His explanation of multi-GPU Tensorflow was also quite good. The Tensorboard section was also very useful.In short, if you want ONE book to get you into machine learning, and Tensforlow is on your radar, you can't go wrong with this one. Highly recommended!

I have been a collector of books and classes of machine learning and deep learning for the last few years. Even though I come from a strong theoretical background, I have to say one must do hands on tinkering to be able to solve one's own problem successfully. Then for deep learning one must work with Tensorflow or Theano. However, I have been searching for a good hands-on book on tensorflow and had found none until this book.I purchased the kindle version so I can dive into this book early before the book comes out. I am not disappointed. It gives you the code on the familiar Python notebook to work on. The author really knows about Tensorflow and machine learning, and his teaching shows. There are pieces of information hard to find somewhere else, and I have spent hundreds to thousands to attend workshops.Needless to say, I have not done all the exercises yet. But I like this book enough that I will work on all the problems I am interested in.One disappointment though. I was hoping Keras, a high level api that enables fast experiments, is covered. It is not in this version. Sure hope it will be covered in the updated version.

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Download PDF Shortest Way Home: One Mayor's Challenge and a Model for America's Future

Download PDF Shortest Way Home: One Mayor's Challenge and a Model for America's Future

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Shortest Way Home: One Mayor's Challenge and a Model for America's Future

Download PDF Shortest Way Home: One Mayor's Challenge and a Model for America's Future

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Review

“Personal, beguiling and quite moving as he talks about coming out and getting married… The story is told with brisk engagement ― it is difficult not to like him…When Obama wrote his memoir, the idea that the nation would soon put an African-American in the White House seemed beyond the realm of the possible. After reading this memoir written 25 years later, the notion that Buttigieg might be the nation’s first openly gay president doesn’t feel quite as far-fetched.” - Adam Nagourney, New York Times“The young mayor of South Bend, Indiana, now in his second term, explains what mayors do and offers ideas for the country as a whole. . . . Buttigieg's memoir/policy manual has all the signs of a book meant to position a candidate nationally, and his easy movement among and membership in many constituencies (gay, military veteran, liberal, first-generation American, etc.) suggests an interesting political future. For the moment, a valuable rejoinder to like-minded books by Daniel Kemmis, Mitch Landrieu, and other progressive city-scale CEOs.” - Kirkus Reviews“Readers will find telling insights into the events that shaped Buttigieg's biggest decisions and share a typical day in the mayor's office; relive Buttigieg's tour of duty in Afghanistan (while he was still acting mayor); and understand his angst over being a young, gay public figure trying to get a date (spoiler alert: there's a happy ending!). First and foremost a great, engaging read, this is also an inspiring story of a millennial making a difference.” - Kathleen McBroom, Booklist [starred review]“[Buttigieg] has an extraordinary story and great insights into the politics of our country.” - David Axelrod“Combining candor and compassion with a brilliant understanding of how government can be more effective, Shortest Way Home demonstrates that Pete Buttigieg is not only a key political figure in his generation, but also an appealing and even funny writer. Far from a conventional politician's book, his work is an important entry in the American political tradition for the twenty-first century.” - Walter Isaacson“Pete Buttigieg has given more to his community and country before his 40th birthday than most of us do over the course of our lives. At every crossroads, he has turned towards service and leveraged his energy and intellect to help his neighbors and fellow citizens. In this book, you will not only learn about what brings Pete home, but what drives him towards his vision of a better, kinder nation.” - Joe Kennedy III“In this uplifting coming-of-age memoir from the American heartland, Pete Buttigieg, successful mayor of revitalized South Bend, Indiana, writes that the shortest distance between opportunity and success, ‘like good literature, takes personal lived experience as its starting point’―a promising axiom for a prospective national figure.” - David Levering Lewis

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About the Author

Pete Buttigieg, born in Indiana in 1982, is currently serving his second term as mayor of South Bend. A dynamic national lecturer and TEDx speaker, as well as a Rhodes Scholar and Navy veteran, Buttigieg was educated at Harvard and Oxford. He and his husband, Chasten Glezman, live in South Bend, Indiana.

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Product details

Hardcover: 352 pages

Publisher: Liveright; 1 edition (February 12, 2019)

Language: English

ISBN-10: 1631494368

ISBN-13: 978-1631494369

Product Dimensions:

6.4 x 1.3 x 9.6 inches

Shipping Weight: 1.5 pounds (View shipping rates and policies)

Average Customer Review:

4.7 out of 5 stars

38 customer reviews

Amazon Best Sellers Rank:

#1,436 in Books (See Top 100 in Books)

Just finished "Shortest Way Home," and I am now thinking Pete Buttigieg could indeed be our next President.I immediately recognized South Bend, Indiana, when I arrived from Pittsburgh. Both cities have suffered from the loss of American manufacturing (Pittsburgh steel, and South Bend Studebaker automobiles). I had to move from Pittsburgh to South Bend about 6 years ago, and I have witnessed the renaissance here, inspired and helmed by this young, dynamic guy."Mayor Pete" came to the office of mayor with impressive credentials and a drive to reshape his hometown into a model of success for the twenty-first century. This book is the story of small city politics, and of the nuts and bolts of turning high expectations and soaring ideas into concrete success.Along with the story of leading South Bend, much attention will no doubt be paid to the fact that Mayor Pete, along with being a veteran, is a married gay man. But that story, couched as it is amid the tale of drive, success, dedication, patriotism, optimism and vision, becomes not such a big deal. He benefits from the progress we have made in accepting our lgbtq fellow citizens, but his candor is refreshing and inspiring.This book reveals a man of intellectual agility, optimism, bravery, and a cohesive vision that is refreshing and clearly conveyed. Whatever his future holds in politics, one should not dismiss this guy. My bet is that he will inspire surprising support from a diverse group of converts. It's rather fitting that Joe Kennedy III is a fan.

Fascinating look at South Bend and "Mayor Pete." His heart and intelligence shine throughout the chapters. I didn't want to put it down.

PEOPLE LISTEN UP, HE'S THE REAL DEAL!! I rarely read political books since I'm a scientist, but this is such a fantastic book and I would recommend it to everyone who's looking for hope in American politics! Pete has good ideas and a clear vision for the future, his experiences are amazing, has a stellar resume, but is such a down-to-earth person and so likeable. Haven't felt so hopeful in such a long time! You go Pete! (Also, I'm a student at Oxford. So glad we're from the same school.)

I grew up in South Bend, and recently moved away. This book has been a trip down memory lane. The idea presented are applicable to any midwestern city, including where I live today in Wisconsin. Mayor Pete’s powerful anecdotes will make any Midwesterner smile.

This book reads like an intimate journal and paints a picture of South Bend, growing up in a “rust belt” city, being a member of the LGBT community in the Midwest, running for office, and taking on leadership roles in order to give back to communities you love. Pete’s voice is certainly wise beyond his years and this personal memoir sheds light onto why that is. A great read.

I bought this book as a way of learning about one of the less well-known Democratic contenders for POTUS in 2020, expecting a bullet-list of political goals and Buttigieg’s personal take on why, at his young age, he deserves to be president. What I found instead was a fascinating story of how a bright, clever young man put his decaying Midwestern hometown of South Bend, Indiana, on the road to recovery. Against the backdrop of a well-written story of how Buttigieg grew a city is an even more poignant story of how he grew himself, what that self entails, and details of how that self came to be. The book is not political, though, by its conclusion the author’s politics are clear. It is not a book of promises, but rather a sharing of achievements and the thinking that produced them, which inevitably reveals what Buttigieg would bring to the presidency. Finally, it is not a book of lofty ideals, but a sharing of the recognition that ideals that are worth pursuing require hard work and a willingness to labor intimately and constructively with those around you, even when those around you don’t agree with you. He is bright, insightful, and writes beautifully, skillfully turning the potentially boring in-house details of small town bureaucracy into a fascinating mosaic of growth and hope and never giving up. I feel that my purpose in buying this book was fulfilled: I know Buttigieg well enough to make in informed decision about him in 2020. More importantly, the book allowed me to get to know him as a person, a perspective too often absent in assessing fit for political office. For anyone interested in the upcoming presidential election, it is a must-read.

I wanted to like this book, to hold out hope it portrayed the promise of something more. The title is great, but it reads like disjointed autobiography that's focus is over descriptive to the point of distraction. Definitely reads as a rushed work of jumbled chapters that were cobbled together and was re-edited to death with the constant suggestion to add more vivid description. Obviously it was pulled together for a specific launch to propel the 2020 race. I wish every chapter read more like the one on his husband, you can tell there is genuineness of heart that I didn't feel in the rest of the book. Very confusing.

I'm from Indiana. I had heard of Pete Buttigieg before he announced that he was considering running in the 2020 presidential election. He's not simply a long shot. He has become a David in a field full of Goliaths.With that said, he clearly has the background that can appeal to people from nearly everywhere in the United States. His degrees from Harvard and Oxford are impressive. He was a Rhodes scholar and was deployed to Afghanistan. Not only that, if you listen to the Axe Files podcast with David Axelrod, you can hear Pete's enthusiasm and his understanding of what the Midwest looks like after the Great Recession. He talks about going to nearly every county in Indiana to shake hands and talk to people. Pete is young enough to have the energy to campaign all over the country.I'd recommend reading the sample of this book, if nothing else. You can get a glimpse of South Bend and the way that it has changed over the years.

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Free Download Serious Moonlight, by Jenn Bennett

Free Download Serious Moonlight, by Jenn Bennett

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Review

"An atmospheric, multilayered, sex-positive romance from the talented Bennett." -- Kirkus, Starred ReviewBirdie Lindberg, a lover of detective novels, teams up with her one-time hookup Daniel Aoki to solve a mystery at the historic Seattle hotel where they work. After years of being home-schooled by her strict, recently deceased grandmother, orphaned 18-year-old Birdie's circle of friends is limited to three adults: her widowed grandpa, Hugo (with whom she lives on Bainbridge Island); her free-spirited-artist honorary aunt, Mona Rivera; and Ms. Patty, co-owner of her favorite refuge in the city, the Moonlight Diner. So when Birdie, who's white and has undiagnosed narcolepsy, starts a night shift at a historic hotel, she's gobsmacked to bump into co-worker Daniel, a handsome half-Japanese/half-white boy with whom she shared a romantic-turned-awkward night before fleeing the scene. Remembering Birdie's love of mysteries, Daniel—who's 19 and a magic aficionado—suggests they investigate whether a regular guest is actually Raymond Darke, the pen name of a reclusive bestselling local mystery author. Bennett (Starry Eyes, 2018, etc.) excels at nuanced characterization, portraying deeply felt first love, and offering readers well-researched diversity (Mona is Puerto Rican, Daniel's deaf in one ear and has grandparents who survived the Japanese-American internment). The mystery theme is compelling (each chapter opens with a quote from a famous sleuth), but it's the way Birdie and Daniel navigate an emotional and physical relationship—despite their sensitively handled issues—that's truly memorable. An atmospheric, multilayered, sex-positive romance from the talented Bennett. (Fiction. 14-18) (Kirkus Reviews *STARRED* February 15, 2019)

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About the Author

Jenn Bennett is an artist and RITA-nominated author of the Arcadia Bell urban fantasy series; the Roaring Twenties romance series, including Bitter Spirits, which was chosen as one of Publishers Weekly’s Best Books of 2014 and winner of RT Reviewers’ Choice Paranormal Romance Book of the Year; and Grave Phantoms, which was awarded RT’s May Seal of Excellence for 2015. She is also the author of The Anatomical Shape of a Heart (a.k.a. Night Owls in the UK); Alex, Approximately; Starry Eyes; and Serious Moonlight. She lives near Atlanta with one husband and two evil pugs.

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Product details

Hardcover: 432 pages

Publisher: Simon Pulse (April 16, 2019)

Language: English

ISBN-10: 1534425144

ISBN-13: 978-1534425149

Product Dimensions:

5.5 x 1 x 8.2 inches

Shipping Weight: 1.1 pounds (View shipping rates and policies)

Average Customer Review:

Be the first to review this item

Amazon Best Sellers Rank:

#33,976 in Books (See Top 100 in Books)

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