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Applied Text Analysis with Python: Enabling Language-Aware Data Products with Machine Learning

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About the Author

Benjamin Bengfort is a Data Scientist who lives inside the beltway but ignores politics (the normal business of DC) favoring technology instead. He is currently working to finish his PhD at the University of Maryland where he studies machine learning and distributed computing. His lab does have robots (though this field of study is not one he favors) and, much to his chagrin, they seem to constantly arm said robots with knives and tools; presumably to pursue culinary accolades. Having seen a robot attempt to slice a tomato, Benjamin prefers his own adventures in the kitchen where he specializes in fusion French and Guyanese cuisine as well as BBQ of all types. A professional programmer by trade, a Data Scientist by vocation, Benjamin's writing pursues a diverse range of subjects from Natural Language Processing, to Data Science with Python to analytics with Hadoop and Spark.Dr. Rebecca Bilbro is a data scientist, Python programmer, and author in Washington, DC. She specializes in data visualization for machine learning, from feature analysis to model selection and hyperparameter tuning. She is an active contributor to the open source community and has conducted research on natural language processing, semantic network extraction, entity resolution, and high dimensional information visualization. She earned her doctorate from the University of Illinois, Urbana-Champaign, where her research centered on communication and visualization practices in engineering.Tony is the founder of District Data Labs and focuses on applied analytics for business strategy. He has published a book on practical data science, and has experience with hands-on education and data science curricula.

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Product details

Paperback: 332 pages

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

Language: English

ISBN-10: 9781491963043

ISBN-13: 978-1491963043

ASIN: 1491963042

Product Dimensions:

7 x 0.6 x 9 inches

Shipping Weight: 7 ounces (View shipping rates and policies)

Average Customer Review:

4.0 out of 5 stars

5 customer reviews

Amazon Best Sellers Rank:

#46,101 in Books (See Top 100 in Books)

In a hot summer evening when I did book browsing at Barnes and Noble, I found this book and immediately liked it. Due to the relative large price difference, I did not bought it at the bookstore but ordered a copy from Amazon. I am a mathematician and semi-physicist by training and data scientist by vocation, and I never enjoy reading technical books except when I have to for work-related studies (I enjoy theoretical books such as Lectures on Quantum Mechanics or Group Theory in a Nutshell for Physicists or etc.) But let me say I do enjoy reading this book. This book gives a very good introduction to fundamental concepts of natural language processing (NLP) as well as a survey of current NLP landscape (formulations, NLP libraries, applications, etc.). It is also hands-on. Good books of such kind should never be too long (A long book usu. = collection of stuff you can find by Googling). I am glad this book is not too long (300-ish pages), so you can read end to end and not miss every single idea of the authors'. What is particularly appreciated (from my perspective) is that the book has several chapters on the cutting edge NLP methodology (e.g. knowledge graph approach to NLP, chatbot design princples, etc.) Thanks for the good work of the authors!

I’d put myself more in the realm of domain specialist with an interest of how text mining tools could be practically leveraged. The alphabet soup of frameworks and models to text minimum can be confounding.... as unstructured text tends to be for us looking for clearer insights.The authors do an great job of taking you through key concepts and applications, all anchored in Python code (and later some examples from Spark environments). While the code does require some attention to work through if you are not primarily a programmer, they are worth pondering over.To get the full value out of the book, its most worth working live through some of the sample code and libraries. Many of you (as I was) probably will not be able to do this in the first run. But I certainly see this as a resource book I will come back to, once I get more deeply into certain domain applications.If anything, this is helpful to make sense of bridging some of the Babalesque that can happen when data science teams gear up for applied text analysis.

Exactly what I needed. Thank you.

I was disappointed that this book isn't available for Kindle Cloud Reader (in my browser). I often open books on my machine at work to work through the code examples from technical books I'm reading. This limitation means I have to install a Kindle reader app for every machine I want to access the book. Bummer.

It is a very easy read with invaluable insights to basic to intermediate NLP concepts and code snippets. I really liked the fact that a number of relevant libraries were discussed, such as spacy, gensim and the good ol' nltk. Note that this is not an advanced book, but light years ahead of most tutorials or 'recipe' book you see everyday.

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Download PDF Ruthless: Scientology, My Son David Miscavige, and Me, by Ron Miscavige

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Ruthless: Scientology, My Son David Miscavige, and Me, by Ron Miscavige

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Review

"Compulsively readable...Feels as if it was written more in sorrow than in anger." ―LA Weekly"Books attacking Scientology are nothing new. But Ruthless...hits particularly close to home ― the author’s son David Miscavige has led the church since L. Ron Hubbard died in 1986." ―The New York Times Book Review, "Inside the List""Recounts the Miscavige family’s experience in [Scientology], which in Ron’s view, 'has become a cult, pure and simple.' Since 1986 the church’s leader has been his son, David." ―The Boston Globe“Excoriating memoir" ―Publishers Weekly“A sad and painful but bravely told story.” ―Kirkus Reviews

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About the Author

Ron Miscavige is the father of David Miscavige, the leader of the Church of Scientology. He and his family joined Scientology in 1970, and he worked for The Sea Organization for almost 27 of those years before leaving the Church entirely in 2012. He is a Marine veteran and professional musician.

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Product details

Paperback: 272 pages

Publisher: St. Martin's Griffin; Reprint edition (May 16, 2017)

Language: English

ISBN-10: 1250131537

ISBN-13: 978-1250131539

Product Dimensions:

5.8 x 0.7 x 9 inches

Shipping Weight: 9.1 ounces (View shipping rates and policies)

Average Customer Review:

3.9 out of 5 stars

397 customer reviews

Amazon Best Sellers Rank:

#288,260 in Books (See Top 100 in Books)

The book written by David Miscavige's father rings true and is a clear presentation of the Church of Scientology. Having been exposed to the organization through my father who was heavily involved from my teenage years until a short time before his death, I appreciate learning about this manipulative, evil organization. While my dad was a "public scientology" he was definitely manipulated, used and harmed by the org. He was extremely defensive & controlling and we were not allowed to question or make disparaging statements about scientology. Since his death I feel free to tell the truth. Toward the end of his life, as an 80 year old cancer patient who was suffering from mild dementia church members visited him frequently to extract 44,000 dollars within a 6 week period of time and God only knows how many tens of thousands of dollars in the years prior. I only became aware of this when he started bouncing checks and the pharmacy refused to deliver his needed medications because all his credit cards were maxed out. He asked me to take over his finances. Dollars stopped flowing to scientology, he moved in with me, his physical and financial health improved dramatically. Still the Church continued to call to"check on how he was doing" . Without fail the 3rd w question in was a request for money. It was disgusting .

Uh. Wow. Kind of a book that is the most compassionate way to let the world know your son is a monster. Not a lot of screaming, but acknowledgement of some character flaws, like megalomania and sociopath tendencies. I get some people not carrying if their dad dies, but, the narrator doesn’t seem like a total creep, not like the Kelly’s Dad on Bearing Sea Gold.The most interesting point about Miscavige’s story is that he is critically looking at Scientology and focusing on his son, and the beliefs that he has been imposing on other people. There is actually a lot that David’s father, Miscavige (I’ll just call the dad Miscavige), talks about with regards to the things that are good, or were good, or had beliefs that once spoke to him in the faith. I think that this might be one of the first books I’ve read on the subject that speaks highly of the belief, but condemns the leader. I know that scientology has been a hot item lately, “Going Clear” and Leah Remini’s book are two of the main ones that come to mind when thinking about the church. I’d put this one up there in terms of the authority and the sincerity with which it is written, where as other ones talk about their reasons for joining as almost apologetic, whereas Miscavige isn’t, he’s talking about what the good used to be in it.Miscavige tells the story like you would perceive a father to do; he pays attention to heights and weight when his kids are playing sports. He’s realistic in his relationship with his wife Loretta, admits to hitting her, and doesn’t make excuses about it, just describes it as a matter of fact and part of their relationship. It’s kind of interesting that he acknowledges that she passed away and can’t provide her perspective, it seems a bit sincerer that way. The narratives language isn’t rose colored and painted fluidly either, when David was having an asthma attack Miscavige “smacked him on the ass and he cried, which forced him to exhale and that stopped the attack,” again kind of giving insight into that rough narrative.The asthma plays a big role in Miscavige’s discussion of David and Scientology, as the asthma really limited David, but after Miscavige took him to see some people at the Scientology place his asthma stopped. This is what Miscavige really attributes to David’s turn to Scientology, the idea that it cured him of asthma. Miscavige himself becomes involved because of his situation with his wife and admits some of the psychological remedies Scientology gave him early on. It’s actually kind of neat in his transition to Scientology facets because he’s talking shop about his boys and then goes into theories of Hubbard, but does so very naturally in the dialogue (yes, I know it was co-written, but the tone doesn’t change).Miscavige discusses being accused of rape, acknowledges the churches help during his time of need, and eventually decides to join the church after he divorces his wife. Miscavige is pretty honest about some of the early time in the church when he became involved in 1985, he’s pretty passionate when he talks about music and making music, but then things go a bit downhill. Miscavige’s perspective focuses a lot on the performance aspect of Scientology and how it bilks people into thinking that it was more involved than it actually was, as well as spread further than it actually was.Miscavige admits he was never in the hole, but talks about the psychological impact David’s personality has on others, comparing it to a 1980’s boss, and maintaining entourages that always agreed with him wherever he went in the organization. Miscavige then talks about David’s man-crush on Tom Cruise, and how David sought to woo Tom, but then quickly reflects back to David’s competitive attitude. Highlighting that David didn’t finish school, Miscavige even notes that David played Trivial Pursuit requiring a pop-culture person on his team so as not to lose.It’s kind of interesting that Miscavige hearkens to his own background and talks about David’s inefficiency as a manager and supervisor. There’s a little window of this, which I’m not entirely sure what to make of, especially since David is still the head of the church and it’s been seeming to do pretty well financially. Miscavige eventually flees the church with his new wife, but a lot of it has to do with his music not being as appreciated as before, and his soul dying bit by bit every day.The last quarter of the book focuses on Miscavige’s new life after leaving Scientology. In particular, he did get $100,000 from David to buy a new house. It is a bit surprising that he talks about using the internet for the first time and learning about Hubbard and some of the truths behind him, in particular his military career. Miscavige explains his authorship of the book, being constantly followed by PI’s and Scientology’s denial of this, even when there are federal recordings that David knew about the PI’s tracking Miscavige. Then there’s some family sadness with Miscavige’s children not really interacting with him, Miscavige reflects on Scientology, and then the book ends. Oh, and there’s pictures, which are a nice touch.

I have now read Leah Remini and Jenna Miscavige's books along with this one. They were all great, insightful books into the mysterious Scientology organization. As I said in my other reviews, I just can't understand how people get sucked into this organization and then agree to being brainwashed into staying. Any organization that forces you to dis-connect from your family, do slave labor, take almost all of your hard earned money and treat you like crap is a horrific organization. There are some very intelligent people that are members and a number of members that have "disappeared" over the years, how can people attach themselves to this, unbelievable, but interesting to read about!

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PDF Download A Visitor for Bear (Bear and Mouse), by Bonny Becker

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A Visitor for Bear (Bear and Mouse), by Bonny Becker

PDF Download A Visitor for Bear (Bear and Mouse), by Bonny Becker

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Review

A Visitor for Bear has the feel of a classic, and it’s so cozy that no parent could object to reading it aloud every night.—New York Times Book ReviewThe lively repetition and superb pacing make this an ideal choice for storytime.—School Library Journal (starred review)Charmingly droll, watercolor, ink and gouache illustrations, excellent pacing and the contrast in the sizes of Bear and mouse are a perfect comedic mixture.—Kirkus ReviewsA surefire storytime hit, A Visitor for Bear won’t wear out its welcome.—Horn BookThe characters are highly expressive, making the pictures fun, and the dramatic text will lend itself to reading aloud.—BooklistSimply charming.—Menasha Kids OnlineA book that warms the cold cockles of even the grumpiest heart…A great readaloud!—SLJ Fuse #8 blogA picture book at its finest… A delight on every level!—Seven Impossible Things blog

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About the Author

Bonny Becker, author of a number of award-winning picture books and middle-grade novels, says that the persistent mouse featured in A VISITOR FOR BEAR just popped into her head one day and wouldn’t go away. Several other Bear and Mouse stories are in the works. Bonny Becker lives in Seattle.Kady MacDonald Denton is the illustrator of TWO HOMES by Claire Masurel and A CHILD'S TREASURY OF NURSERY RHYMES. She lives in Ontario, Canada.

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Product details

Age Range: 2 - 5 years

Grade Level: Preschool - Kindergarten

Lexile Measure: AD530L (What's this?)

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Series: Bear and Mouse

Paperback: 56 pages

Publisher: Candlewick; Reprint edition (August 14, 2012)

Language: English

ISBN-10: 9780763646110

ISBN-13: 978-0763646110

ASIN: 0763646113

Product Dimensions:

9.2 x 0.2 x 10.7 inches

Shipping Weight: 1.8 pounds (View shipping rates and policies)

Average Customer Review:

4.8 out of 5 stars

133 customer reviews

Amazon Best Sellers Rank:

#34,382 in Books (See Top 100 in Books)

This is a hilarious story in which a teeny tiny mouse, who is very, very persistent, causes a big bear, who wants to be alone, to scream, shout, point, and throw a tantrum because . . . because the mouse is just SO persistent. All it wants is a tiny piece of cheese, please, and then it will respect Bear's NO VISITORS sign and go away. The bear, who at first shouts "Unbelievable!" and "Vamoose!" recognizes defeat when it wiggles its mouse ears and twitches its mouse nose. "You win," gasps the bear. "I am undone." The bear gives the mouse a piece of cheese and makes tea for the two of them. And then . . . well, you'll just have to read this delightful story on your own. Not to be missed!

My son checked this book out from the library. He had me read the book several times. We renewed the book as long as was allowed, but I had to show my son it was ordered, before he would let me return the library book. The book was engaging to both of my children. I would recommend this book. He liked it so much, that I ordered "A Birthday for Bear." My son listened to the book once or maybe twice, but it did not hold the same appeal as, "A Visitor for Bear".

I love this boook. I bought an original copy at half priced books for my daughter about ten years ago. Now I give it as a gift to all my friends when I find out they are having a baby.

Having had the opportunity to hear this book being read to a group of children and adults, I already knew what it was like. I enjoyed it so much that I felt compelled to order it to give to my grandchildren. I think it is a great book for children. Just remember' when reading it to them, to use a big gruff voice for the bear, and a teeny, tiny little voice for the mouse.

I purchased this book for my 6 y/o and we loved it! They no longer carry it at the local bookstore, so I was thrilled to find it on Amazon! Bought a number of copies to give as gifts. Really cute story for boys and girls!

I ordered this book and then knit an adorable gray little mouse to compliment it before giving the book to my grandson. After reading the book to him several times, I hid the mouse. He searched for it and was delighted when he found it. Now the little gray mouse shows up in drawers and hanging visibly all over the house and all family members take delight in participating. It's great fun for him to go searching after someone asks, "Where is Mouse today?"...he enjoys the book very much too! He's two-and-a-half.

I bought this book for my children - a 2 yr old girl and an almost 5 year old boy - and they BOTH love it.Frankly, I love reading it. Even my husband enjoyed listening in to tonight's reading.The illustrations and the writing work really well together.The humour is obvious enough for the little ones with a little extra that makes it enjoyable for adults too.The vocabulary choices make it more interesting than many children's books. Accessible, but enough of a stretch that some new words are introduced. (like "whisked" (which my son loves)and "insufferable")It's just adorable and genuine. And I don't mind that it's become the new favorite (which means I can expect to be reading it every night for the next few weeks!)

This is a fantastic story for little ones. The basic premise is that the Bear is a bit of a shut-in and the mouse keeps bothering him, and the Bear eventually learns to love the mouse's company. The artwork is really nice, but what I like best about it is that as mad as the Bear gets, there is never any implied violence (after all, he IS a bear and could easily threaten to eat the mouse, and many kids' books can be disturbingly dark). It's a humorous story with two really likable characters.

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