Senin, 29 Oktober 2012

Ebook Free Feature Engineering for Machine Learning: Principles and Techniques for Data Scientists

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Feature Engineering for Machine Learning: Principles and Techniques for Data Scientists

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Feature Engineering for Machine Learning: Principles and Techniques for Data Scientists

About the Author

Alice is a technical leader in the field of Machine Learning. Her experience spans algorithm and platform development and applications. Currently, she is a Senior Manager in Amazon's Ad Platform. Previous roles include Director of Data Science at GraphLab/Dato/Turi, machine learning researcher at Microsoft Research, Redmond, and postdoctoral fellow at Carnegie Mellon University. She received a Ph.D. in Electrical Engineering and Computer science, and B.A. degrees in Computer Science in Mathematics, all from U.C. Berkeley.

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Product details

Paperback: 218 pages

Publisher: O'Reilly Media; 1 edition (April 14, 2018)

Language: English

ISBN-10: 1491953241

ISBN-13: 978-1491953242

Product Dimensions:

7 x 0.4 x 9.1 inches

Shipping Weight: 12.5 ounces (View shipping rates and policies)

Average Customer Review:

4.1 out of 5 stars

8 customer reviews

Amazon Best Sellers Rank:

#114,128 in Books (See Top 100 in Books)

It's great that someone's written a book about Feature Engineering and it contains a lot of interesting material. I also like that clear readable coding examples are included (Python), so that the reader can try at home.But, it feels unfinished. The book is pretty short and the set of topics seems more like what the authors were interested in than a survey of the field. The level of explanation varies from super-detailed to glossing over concepts and technical terms that most readers won't know.The biggest issue is that the graphics are mostly hand-drawn on some kind of tablet and look like they were scrawled out quickly. I've attached one example. As you can see, they didn't even bother to adjust the contrast. So, the images have a dull gray background. Disappointing that O'Reilly didn't take care of this for the authors.

A good reference book for those of us in the daily engagement of machine learning.

Good intro to the feature engineering with clear examples in Python. Overall 5 stars as the book is easy to read and it contains useful hints.

Well written. Highly recommended.

This book does a great job explaining the "why".

At the end of the preview, the book recommends converting song listening counts into a binary 0 1 variable. This is TERRIBLE advice. It mentions binning as an alternative but goes ahead with binary code. The authors argument is that "listening 10 times does not mean liking the song as much as someone who listens ,,20 times."In other words, if the user listened to a song at least once, then we count it as the user liking the song. This way, the model will not need to spend cycles on predicting the minute differences between the raw counts. The binary target is a simple and robust measure of user preference.". There are many ways to deal with possible non-proportional effects. Going to a 1 treats someone who tried a song and did not like it the same as someone who listens daily!I would love a good book on this topic for my students, but this is not it..

I have read almost half of the book. It is amazingly useful, concrete and helpful. I can't stop finishing the book and then write my review and I would like to appreciate authors for their great work.Based on my experience the process of machine learning is 80% data wrangling, cleaning, feature engineering,... and 20% running the model or ML algorithm. This book aims for the first 80%.

I’ve read the pre-release version on safari’s books. Excellently written and great examples. I thoroughly enjoyed the initial chapters on transforming input data.

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Kamis, 25 Oktober 2012

Free Download Moral Psychology: An IntroductionBy Mark Alfano

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Moral psychology is the systematic inquiry into how morality works, when it does work, and breaks down when it doesn't work.

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  • Amazon Sales Rank: #1563988 in Books
  • Brand: imusti
  • Published on: 2016-03-07
  • Original language: English
  • Number of items: 1
  • Dimensions: 8.90" h x .70" w x 5.90" l, .0 pounds
  • Binding: Paperback
  • 216 pages
Features
  • Wiley-Blackwell

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Rabu, 24 Oktober 2012

Get Free Ebook Next Generation Wireless LANs: 802.11n and 802.11acBy Eldad Perahia, Robert Stacey

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Next Generation Wireless LANs: 802.11n and 802.11acBy Eldad Perahia, Robert Stacey

If you've been searching for a way to get up to speed on IEEE 802.11n and 802.11ac WLAN standards without having to wade through the entire specification, then look no further. This comprehensive overview describes the underlying principles, implementation details and key enhancing features of 802.11n and 802.11ac. For many of these features the authors outline the motivation and history behind their adoption into the standard. A detailed discussion of key throughput, robustness, and reliability enhancing features (such as MIMO, multi-user MIMO, 40/80/160 MHz channels, transmit beamforming and packet aggregation) is given, plus clear summaries of issues surrounding legacy interoperability and coexistence. Now updated and significantly revised, this 2nd edition contains new material on 802.11ac throughput, including revised chapters on MAC and interoperability, plus new chapters on 802.11ac PHY and multi-user MIMO. An ideal reference for designers of WLAN equipment, network managers, and researchers in the field of wireless communications.

  • Sales Rank: #117344 in Books
  • Brand: Perahia, Eldad/ Stacey, Robert
  • Published on: 2013-06-24
  • Original language: English
  • Number of items: 1
  • Dimensions: 9.72" h x .98" w x 6.85" l, 1.95 pounds
  • Binding: Hardcover
  • 478 pages
Features
  • Used Book in Good Condition

Review
Praise for the first edition: 'Books like this one are invaluable because they provide the details and the background that allow readers to answer the questions 'what is likely to be in the final standard?' and 'how does it work?' Eldad and Robert should be congratulated on taking up the challenge.' Andrew Myles, Chairman, WiFi Alliance

About the Author
Eldad Perahia is a Principal Engineer in the Standards and Technology Group at Intel Corporation. He is Chair of the IEEE 802.11 Very High Throughput in 60 GHz Task Group (TGad), the IEEE 802.11 Very High Throughput in

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Jumat, 19 Oktober 2012

Free Download Closure, Limited and other Zombie Tales

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  • Published on: 1656
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Minggu, 14 Oktober 2012

Download Ebook 5 Norah Hess Books--Flint , Lark, Mountain Rose, Tanner Fancy, BlazeBy Norah Hess

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5 Norah Hess Books--Flint , Lark, Mountain Rose, Tanner Fancy, BlazeBy Norah Hess

  • Sales Rank: #14742118 in Books
  • Published on: 2001
  • Binding: Mass Market Paperback

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Jumat, 12 Oktober 2012

Download Ebook Gok Cooks Chinese, by Gok Wan

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About the Author

Acclaimed fashion stylist and on-screen consultant Gok Wan was shot to fame by his Channel 4 Series, How to Look Good Naked. On the back of the show's success, Gok crystallized his position as a true champion for women with Gok's Fashion Fix and Gok's Clothes Roadshow, helping them to feel confident and stylish. This has led to his enormously popular women's wear collection for Sainsbury's, released in October 2011. He has published four books, including his autobiography Through Thick and Thin, and his openness about his own weight issues as a teenager led him to film two searching documentaries, Too Fat Too Young and Gok's Teens: The Naked Truth. Optomen Television is an independent production company the forefront of the food television revolution both in the UK and the US, known for the flair and originality it brings to its productions. Making shows for all UK broadcasters, Optomen has launched the television careers of household names, including Clarissa Dickson Wright and Jennifer Paterson, Jamie Oliver, Gordon Ramsay and Valentine Warner.

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Product details

Hardcover: 240 pages

Publisher: Penguin UK (September 1, 2012)

Language: English

ISBN-10: 9780718159511

ISBN-13: 978-0718159511

ASIN: 0718159519

Product Dimensions:

7.5 x 1 x 10 inches

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

Average Customer Review:

4.7 out of 5 stars

10 customer reviews

Amazon Best Sellers Rank:

#524,037 in Books (See Top 100 in Books)

I bought this for my sister for Christmas after getting a copy for myself.I've made about a dozen dishes from the book, and all have been delicious. The garlic chicken, and steamed buns are my personal favourites. But the fried rice is also excellent. Lots of beautiful illustrations, clear and easy to follow directions, and explanations of different falvourings make this book very accessable to folks who haven't got a lot of experience cooking Chinese food.

If you want a cook book that has recipes you can use without any prior knowledge of Chinese Cooking, to produce meals that have big flavours with healthy ingredients so you don't clog up your arteries, then this is the book for you. And it's easy enough to use the recipes to learn principles that you can apply to different ingredients. The only suggestion to ignore is that you use a cleaver to chop food if you have always been used to standard kitchen knives. Gok can handle a cleaver with expertise, because he was brought up with using one. But if you haven't, then stay away from this blade unless you feel you have too may fingers and would like to lose a few.

I found this to be a great cookbook. It was very easy to follow with simple recipes. We have already tried the green beans - delicious.

Authenticate with a few ingredients so that the list is not overwhelming and the end product tastes as you would want

VERY GOOD PRODUCT

Great product

excellent

Gok Wan is a fashion stylist who came to fame on British television with the series "How To Look Good Naked". Here is a tie-in book for a further British television series that follows Gok's other passion: Chinese Cooking.Now, perhaps Gok Wan has had a bit of a head start as he grew up with a Chinese restauranteur and chef for a father and was inevitably dragooned into helping within the family business. This book guides the reader to making 80 quick and healthy Chinese dishes from Gok Wan's own personal and family recipe collection.This reviewer has not seen the television series, so the book is having to speak for itself. It starts with a menu (the index) that is laid out in the style of a Chinese take-away leaflet that is so synonymous with Chinese food and Chinese take-aways for many Britons. After a bit of a personal story where Gok Wan shares his passion and inspiration to the reader, it is straight on to an overview about ingredients and their essentiality to Chinese cooking. Despite covering much of the same ground as many other 'how to' Chinese cookery books, somehow the author manages to make the information more accessible, in your face and thus more likely to sink into the old grey matter.Time to get cooking! The first chapter is 'Chinese Takeaway Classics" and many of these have a somewhat special resonance to this reviewer, being a child of the 70's where fried rice or 'Chinese Chips' seemed to have a bit of an exotic aurora about them. Gok Wan has, however, eschewed the made-for-Westerners gloopy takeaway dishes and instead used his own healthier, tastier, more authentic equivalents. They sure look good and the high-quality photographs soon have you salivating. (The 'artistic' shots of Gok Wan, every so often, tasting a dish or prancing about don't have a specific effect to this reviewer, however!).The other chapters - Chinese Sunday Roast: Dim Sum; Favourite Family Wan Dishes; Chinese Classics; Street Food; Feasting; One-Pot Wonders and finally Modern Dishes keep on delivering recipes like a machine gun delivers deadly bullets. Each recipe is well laid-out, contains detailed, explanatory instructions and even gives (hurrah!) an estimated preparation and cooking time to boot.This was a pleasurable, unpretentious book that gives the total beginner (and the more experienced gastronome) many interesting recipes and a wonderful springboard to experiment further and try more adventurous recipes. This reviewer was initially concerned that it would be a case of 'style over substance' being a TV tie-in with a Fashionista but these concerns were soon blown away. Apart from the odd 'artistic' picture, the book is incredibly down-to-earth and just focusses on the main job in hand. Something many other books could do worse than emulate in fact.

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Gok Cooks Chinese, by Gok Wan PDF

Gok Cooks Chinese, by Gok Wan PDF

Gok Cooks Chinese, by Gok Wan PDF
Gok Cooks Chinese, by Gok Wan PDF

Jumat, 05 Oktober 2012

Get Free Ebook Android 2D Graphics with Canvas APIBy Yevgen Karpenko

Get Free Ebook Android 2D Graphics with Canvas APIBy Yevgen Karpenko

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Android 2D Graphics with Canvas APIBy Yevgen Karpenko

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  • Sales Rank: #3099206 in Books
  • Published on: 2013-08-22
  • Original language: English
  • Number of items: 1
  • Dimensions: 9.25" h x .50" w x 7.50" l, .85 pounds
  • Binding: Paperback
  • 220 pages

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