Pitmerden: Oktober 2012

Minggu, 28 Oktober 2012

[B310.Ebook] PDF Download Python Data Science Essentials - Learn the fundamentals of Data Science with Python, by Alberto Boschetti, Luca Massaron

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Key Features

Quickly get familiar with data science using Python
Save time - and effort - with all the essential tools explained
Create effective data science projects and avoid common pitfalls with the help of examples and hints dictated by experience

Book Description

The book starts by introducing you to setting up your essential data science toolbox. Then it will guide you across all the data munging and preprocessing phases. This will be done in a manner that explains all the core data science activities related to loading data, transforming and fixing it for analysis, as well as exploring and processing it. Finally, it will complete the overview by presenting you with the main machine learning algorithms, the graph analysis technicalities, and all the visualization instruments that can make your life easier in presenting your results.

In this walkthrough, structured as a data science project, you will always be accompanied by clear code and simplified examples to help you understand the underlying mechanics and real-world datasets.

What you will learn

Set up your data science toolbox using a Python scientific environment on Windows, Mac, and Linux
Get data ready for your data science project
Manipulate, fix, and explore data in order to solve data science problems
Set up an experimental pipeline to test your data science hypothesis
Choose the most effective and scalable learning algorithm for your data science tasks
Optimize your machine learning models to get the best performance
Explore and cluster graphs, taking advantage of interconnections and links in your data

About the Authors

Alberto Boschetti is a data scientist with expertise in signal processing and statistics. He holds a PhD in telecommunication engineering and currently lives and works in London. In his work projects, he faces challenges involving natural language processing (NLP), machine learning, and probabilistic graph models everyday.

Luca Massaron is a data scientist and marketing research director who specializes in multivariate statistical analysis, machine learning, and customer insight, with over a decade of experience in solving real-world problems and generating value for stakeholders by applying reasoning, statistics, data mining, and algorithms.

Table of Contents

First Steps

Data Munging

The Data Science Pipeline

Machine Learning

Social Network Analysis

Visualization

Sales Rank: #795152 in Books
Published on: 2015-04-30
Released on: 2015-04-30
Original language: English
Number of items: 1
Dimensions: 9.25" h x .59" w x 7.50" l, 1.05 pounds
Binding: Paperback
216 pages

About the Author
Alberto Boschetti
Alberto Boschetti is a data scientist with expertise in signal processing and statistics. He holds a PhD in telecommunication engineering and currently lives and works in London. In his work projects, he faces challenges involving natural language processing (NLP), machine learning, and probabilistic graph models everyday. He is very passionate about his job and he always tries to stay updated on the latest developments in data science technologies by attending meetups, conferences, and other events.

Luca Massaron
Luca Massaron is a data scientist and marketing research director who specializes in multivariate statistical analysis, machine learning, and customer insight, with over a decade of experience in solving real-world problems and generating value for stakeholders by applying reasoning, statistics, data mining, and algorithms. From being a pioneer of web audience analysis in Italy to achieving the rank of a top 10 Kaggler, he has always been passionate about everything regarding data and analysis and about demonstrating the potentiality of data-driven knowledge discovery to both experts and nonexperts. Favoring simplicity over unnecessary sophistication, he believes that a lot can be achieved in data science by understanding its essentials.

Most helpful customer reviews

15 of 15 people found the following review helpful.
This is the book I would have written for myself
By Bibliophage
I am a senior engineer with years of experience working primarily in C, C#, perl, and T-SQL. I have basic python, and dusty memories of two years of college math. In the last year, my data set has ballooned at the rate of 1Tb every two months and will soon exceed the handling capacity of my old analytics stack. Blessed by my manager with a shiny new hadoop cluster and time to study, I'm learning new tricks. This book is one of the first I found, and for me it was perfect. It reads like a walk-through from a smart coworker: enough to get me going, the most important moving parts, a few gotchas, where to go for help, some simple working examples... It got me moving on my first project in just a few hours. This is the book I'd have written for myself.

14 of 14 people found the following review helpful.
A lot of practical examples: useful for beginners
By Carlo Erminero
It is the book I wish I had available when I was starting a recent research project.
In little more than 200 pages it delivers the essential you need to know if you want to do data science and use Python for that (and you should, the authors suggest!). The part of the book I have particularly appreciated is the list of problems you have to face in practice and the proposed solution: loading your data in a fast and easy way by different sources, for instance, or the way to build and tune complex machine learning models for regression and classification problems. Your data can't fit into memory? It happens, as you know. Well there's a paragraph just for that and there are clear and efficient coding examples to solve the problem. I feel safer with this book with so many examples and solutions. Some books I was looking for help in my projects. This one appears to be very useful.
Carlo.

4 of 4 people found the following review helpful.
Must to read and have it on your bookshelf, whether you are a Pythonista or not
By Oleg Okun
Although I am an experienced Data Scientist who knows well Python's stack for Data Science (scikit-learn, pandas, statsmodels, numpy, scipy, matplotlib, IPython), this book captured my attention and I have read a half of it during the first two days after getting the book. This book is easy to read for novices and experts alike (it does not contain a lot of math and wherever there are formulas they are not difficult to grasp), though some familiarity with Python packages comprising the Data Science stack will greatly facilitate material understanding. The writing style authors chose is excellent as it teaches readers in a very logical and pedagogically appealing way: the way of data pre-processing and analysis occur in projects that data scientists and engineers often encounter when aiming to solve the real-worlds tasks.

The books begins with a description of how to install Python and various packages needed to run the code. The purpose of these packages is also explained. Different Python distributions are briefly discussed together with their characteristics, so that a reader can select a distribution particularly suitable to his/her needs. As all code examples in the book are run in IPython Notebook, special attention is paid to a short but comprehensive introduction into IPython itself. Data sets used in the book are described too.

After advising on installation of Python and its packages, the book guides readers towards fast and easy data loading from a file, including the case when the entire data set cannot be loaded during one read in the memory and the solution offered is to load it in chunks by using pandas.
Furthermore, answers to the following problems are provided: how to deal with erroneous records, how to treat categorical and text data, what are useful data cleansing and transformation operations implemented in pandas, how to use the optimized data structures - numpy arrays - and what operations on them can be done.

Once data is loaded and converted to a suitable representation, the book then spends a chapter on the general Data Science pipeline that can be implemented with scikit-learn. The pipeline includes dimensionality reduction via either feature extraction or feature selection, outlier detection, predictive modeling (classification and regression), optimization of model's hyper-parameters, and model's performance evaluation. This material creates the holistic view what typical data analysis is comprised of.

The next chapter introduces several popular machine learning algorithms in detail. Among them are linear and logistic regression, Naive Bayes, support vector machines, bagging and boosting ensembles. Special attention is paid to scikit-learn solutions of the 3Vs of big data: namely, volume, velocity and variety. Scalability with volume is solved with incremental learning when at any given moment of time, only a portion (batch) of the entire data fit to the available memory is used to update a model, hence, a model learns incrementally as new batches arrive. To keep up with velocity, scikit-learn offers a number of classification and regression algorithms optimized for speed. Data variety is deal with the help of hashing and sparse matrices. The chapter ends with short examples of doing basic operations of Natural Language Processing with the NLTK package and data clustering.

Final two chapters are devoted to social network analysis with the NetworkX package and data visualization with the matplotlib and pandas packages, respectively.

Although I have both paper and electronic versions of this book, I would advise first to buy the paper version as numerous code is much easier to understand in this format because one can see the entire snapshot at once.

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Sabtu, 27 Oktober 2012

[B968.Ebook] Fee Download Introduction to Occupational Therapy, 4e, by Jane Clifford O'Brien PhD OTR/L

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A complete overview of the profession and the practice of occupational therapy, Introduction to Occupational Therapy, 4th Edition prepares you for the roles, responsibilities, and relationships of the OT practitioner. This edition incorporates the latest revisions of the Occupational Therapy Practice Framework, which defines the OT process and areas of concern. Discussions also include treatment settings, occupational therapy across the lifespan, and evaluation, intervention, and outcomes within the OT process. Written by OT expert Jane Clifford O'Brien, this edition also keeps you current with emerging topics such as working with culturally diverse patients, evidence-based practice, and new practice areas such as driving and obesity.

Coverage of different OT practice areas (e.g., adult, geriatric, pediatric, and mental health) prepares you for the variety of clients you will encounter in clinical practice.

An emphasis on evidence-based practice helps you think logically and use the literature to form a basis for diagnoses and treatment plans.

Case studies and activities in each chapter promote problem-solving skills and demonstrate concepts.

The OT Practice Framework and reimbursement mechanisms are addressed in terms of the occupational therapy process, providing a sound basis for decision making.

A broad perspective on OT practice fits the needs of both occupational therapy and occupational therapy assistant students.

Chapter objectives, key terms, chapter summaries, and review questions highlight important content in each chapter.

A companion Evolve website includes video clips, review questions with answers, crossword puzzles, and additional case studies.

NEW! The latest revisions to the Occupational Therapy Practice Framework are incorporated throughout the book, keeping you current with today's OT theories and practice.

NEW cultural content prepares you to meet the needs of diverse clients.

NEW discussions of the Centennial Vision provide a "big picture" view of occupational therapy and its changes as the profession reaches the age of 100.

Sales Rank: #37675 in Books
Brand: Brand: Mosby
Published on: 2011-11-11
Original language: English
Number of items: 1
Dimensions: 10.60" h x .40" w x 8.40" l, 1.20 pounds
Binding: Paperback
232 pages

Features

Used Book in Good Condition

Review

"This book has numerous strengths: insightful testimonies written by either an occupational therapist or an occupational therapy assistant about their experiences of occupational therapy, clear learning objectives that outline the main points covered in each chapter, excellent range of case studies and photographs, succinct summaries, appropriate learning activities and review questions at the end of each chapter. Each chapter contains a wealth of materials which is well written and supported with references." The Indian Journal of Occupational Therapy : Vol. XLI : No. 1 (January 2009 - April 2009)

Most helpful customer reviews

2 of 2 people found the following review helpful.
Intro to OTtext
By bah7207
Easy to read, lightweight, easy to add to the backpack. Plenty of
marginal space for making/taking notes, and very thorough.

2 of 2 people found the following review helpful.
good
By allison
good book isn't too over whelming for a beginning student is very well laid out and easy to follow !

1 of 1 people found the following review helpful.
Intro to Occupational Therapy
By paige o
Very informational and useful to me! Love the detailed chapters! You will not be disappointed in this purchase. You can use this book for class as well as personal use. Thanks to the author!

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Jumat, 26 Oktober 2012

[V963.Ebook] Free PDF Historical Dictionary of the 1950s, by James Stuart Olson

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Historical Dictionary of the 1950s, by James Stuart Olson

Free PDF Historical Dictionary of the 1950s, by James Stuart Olson

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Today, Americans look back nostalgically at the 1950s, an era when television and rock and roll revolutionized popular culture, and Vietnam, race riots, drug abuse, and protest movements were still in the future. With homes in the suburbs, new automobiles, and the latest electrical gadgets, many Americans believed they were the most prosperous people on earth. Yet the era was tainted by the fear of thermonuclear war with the Soviet Union, deepening racial tensions, and discontent with rigid roles for women and the demands of corporate conformity. A sense of rebellion had begun to brew behind the facade. It manifested itself in rock and roll, the budding civil rights movement, and the appearance of a youth culture, eventually exploding in the 1960s.

Providing a comprehensive overview, this book includes entries on the prominent people, major events, issues, scandals, ideas, popular culture, and court cases of the decade that gave rise to the tensions of the 1960s.

Sales Rank: #4668564 in Books
Published on: 2000-07-30
Original language: English
Number of items: 1
Dimensions: 9.21" h x .81" w x 6.14" l, 1.67 pounds
Binding: Hardcover
360 pages

From Booklist
An A-Z survey of the decade, from The Abbott and Costello Show and Acheson, Dean to Zinjanthropus (the first possible human ancestor discovered by Louis and Mary Leakey in Africa) and Zorro. Libraries that have found Olson's Historical Dictionary of the 1960s and Historical Dictionary of the 1970s [both RBB Ap 15 00] useful will want to add this volume. REVWR
Copyright � American Library Association. All rights reserved

Review
..."this dictionary provides a solid introduction to the period, making it a useful tool for undergraduates."-ARBA

?...this dictionary provides a solid introduction to the period, making it a useful tool for undergraduates.?-ARBA

.,."this dictionary provides a solid introduction to the period, making it a useful tool for undergraduates."-ARBA

About the Author

JAMES S. OLSON is Distinguished Professor of History at Sam Houston State University, where he has taught since 1972. He is the author of more than 20 books on U.S. and world history, including Historical Dictionary of the 1970s (Greenwood, 1999) and Historical Dictionary of the 1960s (Greenwood, 1999).

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Kamis, 25 Oktober 2012

[Z540.Ebook] Download PDF Readings in Christianity, by Robert E. Van Voorst

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Readings in Christianity, by Robert E. Van Voorst

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This book is designed to introduce readers to the world of Christian scholarship by way of primary literary sources. It contains the most notable and instructive primary sources from the entire sweep of Christian history, along with accessible introductions, line-by-line annotations, study questions, a glossary, and suggestions for further reading.

Sales Rank: #751483 in Books
Published on: 2014-01-01
Released on: 2014-01-01
Original language: English
Number of items: 1
Dimensions: 9.13" h x .80" w x 7.38" l,
Binding: Paperback
352 pages

About the Author
Dr. Robert E. Van Voorst is Professor of New Testament Studies at Western Theological Seminary in Holland, Michigan, and former professor of religion at Lycoming College in Williamsport, Pennsylvania, where he was named Teacher of the Year in 1995. He has served as a visiting professor in Oxford University and Zhejiang University in China. Van Voorst has written frequently on religious studies in noted journals and reference works. In addition, he has authored numerous books, including six with Cengage Learning: RELG: WORLD, 3rd Edition; READINGS IN CHRISTIANITY, 3rd Edition; ANTHOLOGY OF WORLD SCRIPTURES, 9th Edition; ANTHOLOGY OF WORLD SCRIPTURES: EASTERN RELIGIONS; ANTHOLOGY OF WORLD SCRIPTURES: WESTERN RELIGIONS; and READING THE NEW TESTAMENT TODAY, now also in a Chinese version. Other books by Van Voorst include BUILDING YOUR NEW TESTAMENT GREEK VOCABULARY, 3rd Edition; THE ASCENTS OF JAMES, a recovery and commentary on a second-century Jewish-Christian document; and JESUS OUTSIDE THE NEW TESTAMENT, an examination of traditions about Jesus in ancient classical and Jewish documents, now also in Italian.

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0 of 1 people found the following review helpful.
Satisfied
By Macie
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Minggu, 21 Oktober 2012

[R212.Ebook] Download Ebook Elements of Art, by Richard Pumphrey

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Elements of Art, by Richard Pumphrey

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Sales Rank: #1252102 in Books
Published on: 1996-02
Original language: English
Number of items: 1
Dimensions: 10.25" h x 8.50" w x .75" l,
Binding: Paperback
8 pages

From the Publisher
Informal in style, this basic introduction to art and design takes a common-sense approach to both two- and three-dimensional design and art--with an emphasis on the equal merits of various art forms, styles, and media. It contains over 275 black and white and 25 4 color illustrations.

From the Back Cover
Creates a common level of understanding about what art is and can be. Vocabulary is introduced in a logical flow and a criticism chapter provides students confidence to evaluate their own works as well as those of others.

Most helpful customer reviews

1 of 1 people found the following review helpful.
Each section is filled with questions that will be excellent sources of discussion as projects are introduced
By kaycee reed
I am loving this book. As a future educator, it is incredibly helpful. Each section is filled with questions that will be excellent sources of discussion as projects are introduced. At the end of certain chapters projects based on the reading are available. I recommend buying this book, not simply renting it.

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Senin, 01 Oktober 2012

[O265.Ebook] Ebook Download Gerhard Richter: The Daily Practice of Painting - Writings and interviews 1962-1993, by Gerhard Richter

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Born in Dresden in 1932, Gerhard Richter studied wall-painting at the socialist Dresdner Akademie, before settling in Dusseldorf in 1961. It was here that he began painting from photographic sources, a method which by his own admission allowed him to make a stand against the academies and the oppressive prototypes of the time, from which he had to free himself to find his own innovative creative style. Central to his work is a strong set of values and ideas which throughout his career he has expressed in notes and writings. In these texts he views his work and his surroundings, reflecting on the spiritual basis of his paintings, on his own role as artist, and on the nature of art itself. This book presents a selection of these writings, accompanied by illustrations of pictures from both private collections and from the studio.

Sales Rank: #2043795 in Books
Published on: 1995-11-20
Ingredients: Example Ingredients
Original language: English
Number of items: 1
Dimensions: 1.06" h x 9.29" w x 6.50" l,
Binding: Paperback
288 pages

Most helpful customer reviews

2 of 4 people found the following review helpful.
important questions regarding the practice of painting
By Leslie J. Roberts
Hard to explain why artists need this book without sounding pretentious. Richter questions not only the conventions of art, but his own decisions and intentions. Sometimes he contradicts his younger self. And he's fine with that. The book is at once unsettling and comforting. Anyway, one more book I don't lend out.
(On another level, it's a lively read as an autobiography of sorts: The insistently radical young artist gradually matures into the quietly subversive elder statesman.)

2 of 3 people found the following review helpful.
Essential for the Serious Painter
By CaliCo
An astoundingly philosophical book concerning painting. Richter's entries reveal a depth to his practice seldom articulated so profoundly by a visual artist. I think this book is an essential read to people seriously engaged in the practice of painting. Not a light read, but extremely thought provoking and engaging.

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