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Foundations of Machine Learning (Adaptive Computation and Machine Learning series)

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Foundations of Machine Learning (Adaptive Computation and Machine Learning series)

Review

“A clear, rigorous treatment of machine learning that covers a broad range of problems and methods from a theoretical perspective. This edition includes many updates, including new chapters on model selection and maximum entropy methods. It will be a standard graduate-level reference.”―Peter Bartlett, Professor of Computer Science, University of California, Berkeley"Foundations of Machine Learning is a neat and mathematically rigorous book providing broad coverage of basic and advanced topics in Machine Learning, but also a valuable textbook for graduate-level courses in the modern theory of Machine Learning. This book is unique in its content and style, a 'must-have' reference book for researchers and students."―Claudio Gentile, Inria Lille and Google Research, New York"I've found the first edition of this book to be a valuable resource in five or so years of teaching -- and look forward to using the much-improved and expanded second edition in future courses."―Aryeh Kontorovich, Associate Professor of Computer Science, Ben-Gurion University

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About the Author

Mehryar Mohri is Professor of Computer Science at New York University's Courant Institute of Mathematical Sciences and a Research Consultant at Google Research.

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Product details

Series: Adaptive Computation and Machine Learning series

Hardcover: 504 pages

Publisher: The MIT Press; second edition edition (December 25, 2018)

Language: English

ISBN-10: 0262039400

ISBN-13: 978-0262039406

Product Dimensions:

7 x 1.2 x 9 inches

Shipping Weight: 2.8 pounds (View shipping rates and policies)

Average Customer Review:

3.9 out of 5 stars

5 customer reviews

Amazon Best Sellers Rank:

#307,422 in Books (See Top 100 in Books)

I’m using this book as a supplement for my second ML course as part of a MSCS program. Overall, I like its math orientation. It’s good for someone going through a course that first introduces the material in other ways (instructor intro to the material). Also, it is useful for someone who may have experience with ML packages and is now seeking the corresponding mathematical foundation.If you’re new to ML, then a potential shortcoming is that the reader is left to infer from the math what things mean. So, for someone with no ML background, this could be challenging. In that case, I would recommend pairing this book with something else - to get the key ideas - and then use this book for the mathematical foundation.This isn’t a programming book, but a true computer science book. There are some other good books available if your goal is to learn a specific library or tool from a programming perspective.I read a comment about the kindle version. I am using the iOS Kindle app. In portrait mode, the equations scale to the width of the device. When rotated to landscape, it scales approximately. So, I’ve had no trouble with readability or viewing the equations iOS. I can’t speak to the native Kindle or Android Kindle experience.The reason for the 4/5 rating is because I would have liked to have seen coverage of neural networks. That was intentionally omitted and they give a reason for this decision. While I don’t think they need to try to address Deep Learning, I feel that a foundational understanding of ML should include ANNs.I am glad to have this book as a reference in my collection.

I have the first edition and decided to buy the second one too, because this book worth the money. If you are not sure about the purchase you can find full official PDF on the author's site and check if the book fits your expectationsYou need this book if: you are interesting in statistical machine learning and you have proper mathematical background.You do not need this book: if you are looking for a book with hands on content on deep learning and you are not interesting in the theoretical background why it actually works.A bit longer text. In the book you will find a systematic and rigorous treatment of statistical machine learning foundations (there is NO deep learning content in the book, because it's more an art than a science). Every chapter has excersizes, so the book will do for self study, although there is no publically available solution manual, at least as for now. It's important to highlight that the book is not a hands on manual, there is no codes of perceptron or regressions on keras, only pseudo code and formulas. To fully appreciate the content one needs to have a solid background in probability and linear algebra, if "law of iterated expectations" and "full column rank matrix" says you nothing, you would not enjoy the content.

I used to borrow the 1st version from the Courant library. Now after graduation, I'd like to keep this book with me very often. Still many to learn and explore!

Math formulas are too tiny to be readable in the Kindle version. Amazon shouldn't have released a Kindle version without verifying it's usable

This is defineltey an awesome book. If you have statistical background this book is definitely written for you. If you like applied machine learning this is not exactly your book. I use this book to teach statistical machine learning as an advanced course in statistics.

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Review

"An engaging story of a spunky girl who follows her dreams...Violet is a terrific role model."--School Library Journal"Breen makes good use of both comedy and perspective in action-packed pictures...This will make a great read-aloud; take it on a trip, and youngsters will happily follow along."--Booklist"Violet is charming and fearless."--Children's Literature

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About the Author

Steve Breen is a two-time Pulitzer Prize-winning editorial cartoonist for the San Diego Union Tribune. He has also written and illustrated several popular picture books, including Pug and Doug, Violet the Pilot, and Stick. Steve lives in San Diego, California, with his wife and six children.

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Product details

Age Range: 4 - 8 years

Grade Level: Preschool - 3

Paperback: 40 pages

Publisher: Puffin Books; Reprint edition (September 13, 2016)

Language: English

ISBN-10: 0425288196

ISBN-13: 978-0425288191

Product Dimensions:

8.5 x 0.2 x 11 inches

Shipping Weight: 8 ounces (View shipping rates and policies)

Average Customer Review:

4.7 out of 5 stars

124 customer reviews

Amazon Best Sellers Rank:

#18,994 in Books (See Top 100 in Books)

Like other reviewers, I have issues with this book and the messages it sends to girls. My biggest complaint is the fact that when Violet dreams about winning the competition, she fantasizes that maybe then the kids at school would be nice to her. I think pleasing a group of people who have gone out of their way to insult and torment you is not, or shouldn't be, what motivates anyone to do anything, and it's definitely not a message I want my daughter to learn. I still give this book four stars, one, because it features an intelligent, kind-hearted girl who excels in a field that is not stereotypically "girly", and two, because the book opens the door to conversations about these problematic issues. I've asked my daughter why she thinks the other kids make fun of Violet, and I take the opportunity to voice my opinion that dumb people tend to make fun of things they don't understand or couldn't accomplish themselves; we've talked about Violet's decision to sacrifice something important to her to save a group of kids who didn't do anything to deserve her help, and the importance of their approval later when, btw, no apologies are offered to Violet.For me, the book provides an opportunity to talk about the importance of being who you are, of daring to excel despite pushback (a big challenge for girls and women even in 2017), and of giving others' opinion of you, whether it be good or bad, the value it deserves.

This is a lovely story with wonderful illustrations. Unfortunately, the author doesn't allow Violet to simply be an awesome girl--he instead describes her as "different than the other girls," who are only interested in tea parties. Just once I would like to read a book that doesn't imply that the heroine is the only awesome girl out there (or that there is anything wrong with tea parties).My daughter, who is the target audience for this book,absolutely loves it, and I think it's pretty great if I just ignore the unnecessary implications about the value of girls in general.

In a nutshell: Violet is a mechanical genius who lives next door to a junkyard and is able to build fully functioning airplanes out of spatulas and row boats. She doesn’t have any friends, except her dog Orville, and the kids at school like to bully her. One day she sees an advertisement for an air show that happens to take place on the date of my birthday. (It’s a bit uncanny how these fortuitous details keep showing up in the books we read. Further cementing my favorite color, my birthday… all sorts of things I need to be sure to drum into these kids' malleable little heads.) Spoiler alert: In the end, Violet doesn’t get to fly in the air show, but she wins an award and recognition from her entire community by saving a troop of drowning Boy Scouts in her latest homemade jet.This book hits on all sorts of important topics including bullying, engineering, community service, and feasibility. The illustrations are super cute. Kids like pictures of people with bugs in their teeth. It’s still unclear to me if the bully twins are also in the boating accident. I’d recommend discussing this with your book club. I find the end of the story takes kind of a strange, unexpected twist that leaves me wondering if it should end differently? Maybe it’s just me.Families can talk about: What is bullying and what should you say and do? Can kids really build real airplanes that fly out of household objects? Even if you think it will fly, is it a good idea to jump off of anything high? What could happen? What is the FAA? And with young listeners, is Violet a piLot or a piRate?

We first bought this book at a school book fair but I ordered two more on Amazon to give away as gifts. Such a fun and beautiful story! Violet is a gifted and wise little girl. I love to read this with my children and think it teaches wonderful values of hard work, perseverance, and not worrying about what others think of you. The other review that is negative is being nit-picky. This is a wonderful book and you will love it!

It's a cute book, five stars for story. I'm purchasing as a gift though, and it came with a corner bent straight up over an inch and the middle pages were even wrinkled since it was sent in a soft package. This happened last year with other books. I reordered and book it's still bent on corner but at least pages weren't wrinkled. I have it sitting under a stack of records now, hoping to flatten it out.Update: about a week under the weight, corner is still bent up an inch. Pack your books better, Amazon!

I bought this book for my daughter, Violet, and I was delighted by it. The illustrations are charming, and the story is inspiring. I love that there are books for girls like this. Though really, there are no "books for girls" or "books for boys", and, for the record, both my sons loved the book too, and were delighted that it was "about" their sister.

I think it's adorable. I know some reviewers dislike that the main character has no friends, but honestly, most scientists, engineers and inventors are introverts and only allow a few people into their circle anyway. I didn't find it inaccurate, being that way myself.Violet gets made fun of by the kids at school for being different. And then she shows them up. Sticking with what you enjoy and ignoring the naysayers is what this story is about. I bought it for my daughter, Violet, mostly because of the title, but I like the story. I think the message is what you make it.

My 4 year old granddaughter just loved it and wanted me to read it to her over and over again. Violet is a strong, female.character who has interests in non-traditional activities. This book shows Violet building airplanes using found junk from her father's junkyard. Violet follows her dreams and in the end is successful.

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Tunisia Map by Nelles (Nelles Maps)

About the Author

Founded in 1977 in Munich, Nelles Verlag publishes folded road and travel maps in color. Nelles uses special, easy-to-fold paper that allows thousands of refoldings without fraying. Nelles maps are highly readable, detailed relief maps with major roads and point-to-point distances clearly indicated. The maps include highly useful legends; city maps show tourist features such as hotels.

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Product details

Series: Nelles Maps

Map: 2 pages

Publisher: Nelles Verlag; 2 edition (May 1, 2007)

Language: English

ISBN-10: 3865740758

ISBN-13: 978-3865740755

Product Dimensions:

4.8 x 0.2 x 10 inches

Shipping Weight: 1.6 ounces

Average Customer Review:

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Amazon Best Sellers Rank:

#6,360,724 in Books (See Top 100 in Books)

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Free Download Paris in Love: A Memoir

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Paris in Love: A Memoir

Product details

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Audible Audiobook

Listening Length: 6 hours and 38 minutes

Program Type: Audiobook

Version: Unabridged

Publisher: Random House Audio

Audible.com Release Date: April 3, 2012

Whispersync for Voice: Ready

Language: English, English

ASIN: B007R06SJS

Amazon Best Sellers Rank:

The story of a family living in Paris for a year was delightful and well written in the form of a diary of sorts. Not only was it filled with many known and little known restaurants, shops and museums but also includes recipes of delicious foods. The author writes with good humor as a mother of two typical children attending school being taught in a foreign language. The husband is Italian, so we get to travel there with them to visit his relatives and learn about what that country has to offer. Being an art enthusiast who loved visiting Paris and its architecture, galleries of all sorts of art as well as the foods and shops, this book brought back good memories and makes me want to go back to this land of enchantment!

I think that many people have thought about leaving the life they are living behind, and doing something completely different, if only for a little while. Most often when people do find the inner resolve to make a big life change it is because some life event has occurred to spur them on. Such was the case of Eloisa James. It was watching her mother lose a battle with cancer and then James herself being diagnosed with cancer that spurred her thinking about somehow experiencing life more fully. After her own cancer was dealt with, because thankfully it was caught early and was treatable, she and her husband took the steps to make a change. They sold their home and cars, took leaves from their academic positions, uprooted their children from their familiar neighborhood and schools and left for Paris. They went for a year. This lovely book chronicles that year. It is written in snippets of experiences as life for her family unfolds in Paris. These snippets include pictures of life revolving around Parisian florists and butchers and restaurants and dealing with their children experiencing school in a foreign country. There is much humor in this book as James speaks of her family and her extended family who happen to be Italian coming to visit, along with the obese family dog, Milo. When James describes the snowfall of Paris drifting outside her family apartment you are standing by those windows with her. When she tells of her daughter's school play, which is one of the funniest scenes in a memoir that I have ever read, the reader is in the audience - laughing. And when James tells of traveling to see one of her dearest friends lose her own battle with cancer, the reader is touched beyond telling, because it is here where her friend tells all of us, through James, to be there for our own lives. In the reading of this sweet, funny and touching book the reader is gently told to be present for life, because it is short and not to be missed. So, don't miss this book, you will love it.

This is not a book, it's a series of short (2-3 sentence) anecdotes strung together in no apparent order. I found the lack of a true narrative structure pretty annoying and stopped reading before the end. The author says it's from her Facebook and Twitter posts in the introduction . . . fair enough, but had I known that from the book's description I would have passed on this. She obviously has writing skills but I don't like this being marketed as a book.

A lovely collection of short vignettes of the writer and her family's yearlong adventure in Paris. This story is written with love and shares the daily incidents that make up each family members' Paris experience. The vignettes are glimpses into the daily events that are life-shaping, events that makeup and define lives and events that provide a guide to a life well-lived!A wonderful book that calls you back until you complete the read with a sense of satisfaction!

This book contains mostly short tidbits originally written for Facebook and/or Twitter by the author with a few 5-8 page stories sprinkled in. I don't buy a book to read the same things I can get on Facebook or Twitter. I buy a book to get in-depth stories that make me see, hear, and smell a place. It's not that she doesn't have some interesting stories, it's just that I was always wanting more detail than the few lines for each piece. I also think the title is misleading in multiple ways: 1. Much of the time is spent in Paris, but much of the time is also spent in other places; 2. I never figured out who or what the "in Love" part refers to. Her family? Paris itself? I like a title that makes sense, not one that misleads; 3. Many of the short blurbs could have happened anywhere as the author muses about clothing, dogs, children, the weather, etc. It didn't make me feel like I was in Paris.

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Product details

File Size: 1079 KB

Print Length: 44 pages

Simultaneous Device Usage: Unlimited

Publisher: Loft Media Productions; 1 edition (July 31, 2014)

Publication Date: July 31, 2014

Sold by: Amazon Digital Services LLC

Language: English

ASIN: B00MAXK9NS

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X-Ray:

Not Enabled

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Word Wise: Not Enabled

Lending: Not Enabled

Screen Reader:

Supported

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Enhanced Typesetting:

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Amazon Best Sellers Rank:

#1,337,434 Paid in Kindle Store (See Top 100 Paid in Kindle Store)

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Product details

File Size: 955 KB

Print Length: 217 pages

Publisher: Springer; 1st ed. 2017 edition (October 24, 2016)

Publication Date: October 24, 2016

Sold by: Amazon Digital Services LLC

Language: English

ASIN: B01MQ10HNG

Text-to-Speech:

Enabled

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X-Ray:

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Word Wise: Not Enabled

Lending: Not Enabled

Enhanced Typesetting:

Not Enabled

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Amazon Best Sellers Rank:

#1,325,528 Paid in Kindle Store (See Top 100 Paid in Kindle Store)

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