By Matthew Kirk

Gain the boldness you must follow desktop studying on your day-by-day paintings. With this sensible consultant, writer Matthew Kirk exhibits you ways to combine and try desktop studying algorithms on your code, with no the tutorial subtext.

Featuring graphs and highlighted code examples all through, the ebook good points exams with Python’s Numpy, Pandas, Scikit-Learn, and SciPy info technological know-how libraries. If you’re a software program engineer or company analyst drawn to info technological know-how, this ebook can assist you:

  • Reference real-world examples to check every one set of rules via attractive, hands-on exercises
  • Apply test-driven improvement (TDD) to jot down and run assessments ahead of you begin coding
  • Explore concepts for making improvements to your machine-learning versions with info extraction and have development
  • Watch out for the hazards of desktop studying, resembling underfitting or overfitting data
  • Work with K-Nearest friends, neural networks, clustering, and different algorithms

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By Simon Miller,William Hutchinson

enforce Oracle enterprise Intelligence ApplicationsProvide actionable company intelligence around the company to permit proficient decision-making and streamlined company approaches. Oracle company Intelligence functions: carry worth via RapidImplementations exhibits easy methods to justify, configure, customise, and expand this whole package deal of BI strategies. you will get a technical walkthrough of Oracle enterprise Intelligence functions architecture--from thedashboard to the information source--followed by way of most sensible practices for maximizing the strong beneficial properties of every software. additionally, you will know about stakeholders serious to undertaking approval and success.

Note: this isn't a technical deep dive e-book, because the Oracle product documentation already presents this.  It is particular to Oracle BI purposes 7.9.6.4 and past (Informatica).

  • Optimize functionality utilizing Oracle Exalytics In-Memory Machine
  • Deliver well timed monetary details to managers with Oracle monetary Analytics
  • Enable a streamlined, demand-driven offer chain viaOracle provide Chain and Order administration Analytics
  • Provide end-to-end visibility into production operations with Oracle production Analytics
  • Optimize supply-side functionality via Oracle Procurement and Spend Analytics
  • Use Oracle Human assets Analytics to supply key staff details to managers and HR professionals
  • Track the prices and exertions required to keep up and function resources with Oracle firm Asset administration Analytics
  • Maintain visibility into undertaking functionality through Oracle undertaking Analytics
  • Provide actionable perception into revenues possibilities utilizing Oracle revenues Analytics
  • Enable improved customer support with Oracle provider Analytics

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By Manpreet Kaur,Baji Shaik

Develop programmatic capabilities to create robust database applications

About This Book

  • Write advanced SQL queries and layout a strong database layout that matches your application's need
  • Improve database functionality via indexing, partitioning tables, and question optimizing
  • A accomplished consultant protecting the complex PostgreSQL strategies with none hassle

Who This publication Is For

If you're a PostgreSQL developer with a simple wisdom of PostgreSQL improvement and you are wish deeper wisdom to advance purposes, then this ebook is for you. As this e-book doesn't hide easy set up and configurations, you will have PostgreSQL put in in your computing device as a prerequisite.

What you'll Learn

  • Write extra complicated queries with complex SQL queries
  • Design a database that works with the appliance precisely the means you want
  • Make the database paintings in severe stipulations via tuning, optimizing, partitioning, and indexing
  • Develop functions in different programming languages equivalent to Java and PHP
  • Use extensions to get additional advantages by way of performance and performance
  • Build an software that doesn't get locked through facts manipulation
  • Explore built in db services and information style conversions

In Detail

PostgreSQL is the main complex open resource database on this planet. you could set up, configure, and preserve by means of following the documentation; even if, it really is tough to enhance functions utilizing programming languages and layout databases for that reason. This publication is what you want to get the main out of PostgreSQL

You will commence with complicated SQL issues corresponding to perspectives, materialized perspectives, and cursors, and find out about acting information variety conversions. you are going to then practice set off operations and use set off services in PostgreSQL. subsequent we stroll via facts modeling, normalization innovations, and the impression of transactions and locking at the database.

The subsequent half the publication covers the kinds of indexes, constrains, and the innovations of desk partitioning, in addition to different mechanisms and methods to be had to write down effective queries or code. Later, we discover PostgreSQL Extensions and massive item aid in PostgreSQL. ultimately, you'll practice database operations in PostgreSQL utilizing personal home page and Java. by means of the tip of this booklet, you've gotten mastered the entire features of PostgreSQL improvement. it is possible for you to to construct effective enterprise-grade functions with PostgreSQL by way of utilising those concepts

Style and approach

Every bankruptcy follows a step-by-step method that first explains the concept that , then exhibits you ways to execute it essentially for you to enforce them on your application.

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By Fabrice Guillet,Bruno Pinaud,Gilles Venturini

This ebook offers a suite of consultant and novel paintings within the box of knowledge mining, wisdom discovery, clustering and type, in line with extended and remodeled models of a range of the easiest papers initially awarded in French on the EGC 2014 and EGC 2015 meetings held in Rennes (France) in January 2014 and Luxembourg in January 2015. The e-book is in 3 components: the 1st 4 chapters speak about optimization concerns in info mining. the second one half explores particular caliber measures, dissimilarities and ultrametrics. the ultimate chapters concentrate on semantics, ontologies and social networks.
Written for PhD and MSc scholars, in addition to researchers operating within the box, it addresses either theoretical and sensible features of information discovery and management.

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By Alberto Ferrari,Marco Russo

Microsoft PowerPivot for Excel 2010: provide Your info Meaning introduces PowerPivot in Excel 2010 to energy clients and information analysts who are looking to provide their info which means by means of growing their very own company Intelligence versions. And with Microsoft Excel 2010: info research and enterprise Modeling, you will study the easiest how you can use workplace Excel 2010 for facts research and company modeling. Award-winning professor and statistician Wayne Winston stocks functional examples that can assist you rework info into bottom-line effects. site comprises perform records.

the 2 books integrated during this equipment are:

  • 9780735640580 Microsoft PowerPivot for Excel 2010
  • 9780735643369 Microsoft place of work Excel 2007: information research and company Modeling, 3E

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By Lorna Uden,Darcy Fuenzaliza Oshee,I-Hsien Ting,Dario Liberona

This booklet comprises the refereed lawsuits of the ninth overseas convention on wisdom administration in agencies (KMO) held in Santiago, Chile, in the course of September 2014. The subject of the convention is "Knowledge administration to enhance Innovation and Competitiveness via substantial Data."

The KMO convention brings jointly researchers and builders from and academia to debate and learn how wisdom administration utilizing mammoth information can enhance innovation and competitiveness.

The 39 contributions permitted for KMO 2014 have been chosen from 89 submissions and are equipped in sections on: vast facts and data administration, wisdom administration perform and case experiences, details expertise and information administration, wisdom administration and social networks, wisdom administration in firms, and data move, sharing and creation.

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By Deren Li,Shuliang Wang,Deyi Li

·        This booklet is an up-to-date model of a
well-received booklet formerly released in chinese language via technology Press of China
(the first variation in 2006 and the second one in 2013). It deals a scientific and
practical evaluate of spatial info mining, which mixes desktop technology and
geo-spatial details technology, permitting each one box to learn from the
knowledge and methods of the opposite. to deal with the spatiotemporal
specialties of spatial info, the authors introduce the main ideas and
algorithms of the information box, cloud version, mining view, and Deren Li methods.
The information box process captures the interactions among spatial items by
diffusing the information contribution from a universe of samples to a universe of
population, thereby bridging the distance among the information version and the recognition
model. The cloud version is a qualitative approach that makes use of quantitative
numerical characters to bridge the distance among natural information and linguistic
concepts. The mining view approach discriminates the several standards by
using scale, hierarchy, and granularity with the intention to discover the anisotropy of
spatial information mining. The Deren Li technique plays info preprocessing to prepare
it for additional wisdom discovery by means of picking out a weight for new release in order
to fresh the saw spatial facts up to attainable. as well as the
essential algorithms and strategies, the booklet presents program examples of
spatial information mining in geographic info technology and distant sensing. The
practical initiatives comprise spatiotemporal video information mining for protecting
public safeguard, serial photograph mining on night lighting fixtures for assessing the
severity of the Syrian obstacle, and the purposes within the govt project
‘the Belt and highway Initiatives’.

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By Alan Agresti

Praise for the second one Edition

"A must-have e-book for somebody looking ahead to to do examine and/or functions in express information analysis."
Statistics in Medicine

"It is a complete pride examining this book."
Pharmaceutical Research

"If you do any research of express information, this can be a vital computing device reference."
Technometrics

The use of statistical equipment for examining express facts has elevated dramatically, really within the biomedical, social sciences, and fiscal industries. Responding to new advancements, this publication deals a entire therapy of an important equipment for specific information analysis.

Categorical info research, 3rd Edition summarizes the most recent equipment for univariate and correlated multivariate specific responses. Readers will discover a unified generalized linear versions procedure that connects logistic regression and Poisson and destructive binomial loglinear versions for discrete info with general regression for non-stop information. This version additionally features:

  • An emphasis on logistic and probit regression tools for binary, ordinal, and nominal responses for self sustaining observations and for clustered information with marginal types and random results models
  • Two new chapters on replacement equipment for binary reaction information, together with smoothing and regularization tools, class tools akin to linear discriminant research and type bushes, and cluster analysis
  • New sections introducing the Bayesian process for ways in that chapter
  • More than a hundred analyses of information units and over six hundred exercises
  • Notes on the finish of every bankruptcy that offer references to fresh study and subject matters now not lined within the textual content, associated with a bibliography of greater than 1,200 sources
  • A supplementary site exhibiting the right way to use R and SAS; for all examples within the textual content, with details additionally approximately SPSS and Stata and with workout solutions

Categorical info research, 3rd Edition is a useful software for statisticians and methodologists, equivalent to biostatisticians and researchers within the social and behavioral sciences, drugs and public healthiness, advertising, schooling, finance, organic and agricultural sciences, and commercial caliber control.

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By Sandeep Yarabarla

Key Features

  • Install Cassandra and arrange multi-node clusters
  • Design wealthy schemas that catch the relationships among diversified info types
  • Master the complex gains to be had in Cassandra 3.x via a step by step educational and construct a scalable, excessive functionality database layer

Book Description

Cassandra is a allotted database that sticks out due to its powerful function set and intuitive interface, whereas offering excessive availability and scalability of a dispensed info shop. This publication will introduce you to the wealthy function set provided through Cassandra, and empower you to create and deal with a hugely scalable, performant and fault-tolerant database layer.

The publication begins through explaining the recent positive aspects applied in Cassandra 3.x and get you put up with Cassandra. Then you will stroll via facts modeling in Cassandra and the wealthy characteristic set on hand to layout a versatile schema. subsequent you are going to learn how to create tables with composite partition keys, collections and user-defined varieties and get to grasp diverse easy methods to stay away from denormalization of information. you'll then continue to create user-defined capabilities and aggregates in Cassandra. Then, you are going to arrange a multi node cluster and notice how the dynamics of Cassandra switch with it. eventually, you'll enforce a few application-level optimizations utilizing a Java client.

By the top of this booklet, you may be absolutely outfitted to construct strong, scalable Cassandra database layers to your applications.

What you are going to learn

  • Install Cassandra
  • Create keyspaces and tables with a number of clustering columns to arrange similar data
  • Use secondary indexes and materialized perspectives to prevent denormalization of data
  • Effortlessly deal with concurrent updates with assortment columns
  • Ensure information integrity with light-weight transactions and logged batches
  • Understand eventual consistency and use the ideal consistency point to your situation
  • Understand information distribution with Cassandra
  • Develop uncomplicated program utilizing Java motive force and enforce application-level optimizations

About the Author

Sandeep Yarabarla is a certified software program engineer operating for Verizon Labs, dependent out of Palo Alto, CA. After graduating from Carnegie Mellon collage, he has labored on a number of massive info applied sciences for a spectrum of businesses. He has constructed purposes basically in Java and Go.

His adventure contains dealing with quite a lot of unstructured and dependent information in Hadoop, and constructing information processing functions utilizing Spark and MapReduce. without delay, he's operating with a few state of the art applied sciences comparable to Cassandra, Kafka, Mesos, and Docker to construct fault-tolerant and hugely scalable applications.

Table of Contents

  1. Getting Up and operating with Cassandra
  2. The First Table
  3. Organizing similar Data
  4. Beyond Key-Value Lookup
  5. Establishing Relationships
  6. Denormalizing information for optimum Performance
  7. Expanding Your information Model
  8. Collections, Tuples, and User-Defined Types
  9. Aggregating Time-Series Data
  10. How Cassandra Distributes Data
  11. Cassandra Multi-Node Cluster
  12. Application improvement utilizing the Java Driver
  13. Peeking below the Hood
  14. Authentication and Authorization

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By Robbie Strickland

Apache Cassandra is a hugely scalable, peer-to-peer database designed for 100% uptime, with deployments within the tens of millions of nodes assisting petabytes of data. This e-book deals readers a pragmatic perception into development hugely on hand, real-world functions utilizing Apache Cassandra. 

The booklet begins with the basics, aiding you to appreciate how the structure of Apache Cassandra permits it to accomplish one hundred pc uptime while different structures fight to take action. you will have a great knowing of knowledge distribution, replication, and Cassandra's hugely tunable consistency version. this is often via an in-depth examine Cassandra's powerful help for a number of facts facilities, and the way to scale out a cluster. subsequent, the publication explores the area of software layout, with chapters discussing the local driving force and knowledge modeling. finally, you will find out how one can keep away from universal antipatterns and make the most of Cassandra's skill to fail gracefully.

What you are going to learn:

  • Understand how the middle structure of
    Cassandra allows hugely to be had applications
  • Use replication and tunable consistency levels
    to stability consistency, availability, and performance
  • Set up a number of facts facilities to permit failover,
    load balancing, and geographic distribution
  • Add ability in your cluster with 0 down time
  • Take benefit of excessive availability positive factors in
    the local driver
  • Create info versions that scale good and maximize
    availability
  • Understand universal anti-patterns so that you can avoid
    them
  • Keep your procedure operating good even during
    failure scenarios

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