From Data to Decision with Big Data and Predictive Analytics培训

主标签

语言

中文和英文

Course Code

d2dbdpa

期间 期间

21 小时 同常来说包括休息是 3天

最低要求 最低要求

Understanding of traditional data management and analysis methods like SQL, data warehouses, business intelligence, OLAP, etc... Understanding of basic statistics and probability (mean, variance, probability, conditional probability, etc....)

概览 概览

Audience

If you try to make sense out of the data you have access to or want to analyse unstructured data available on the net (like Twitter, Linked in, etc...) this course is for you.

It is mostly aimed at decision makers and people who need to choose what data is worth collecting and what is worth analyzing.

It is not aimed at people configuring the solution, those people will benefit from the big picture though.

Delivery Mode

During the course delegates will be presented with working examples of mostly open source technologies.

Short lectures will be followed by presentation and simple exercises by the participants

Content and Software used

All software used is updated each time the course is run so we check the newest versions possible.

It covers the process from obtaining, formatting, processing and analysing the data, to explain how to automate decision making process with machine learning.

课程大纲 课程大纲

Quick Overview

  • Data Sources
  • Minding Data
  • Recommender systems
  • Target Marketing

Datatypes

  • Structured vs unstructured
  • Static vs streamed
  • Attitudinal, behavioural and demographic data
  • Data-driven vs user-driven analytics
  • data validity
  • Volume, velocity and variety of data

Models

  • Building models
  • Statistical Models
  • Machine learning

Data Classification

  • Clustering
  • kGroups, k-means, nearest neighbours
  • Ant colonies, birds flocking

Predictive Models

  • Decision trees
  • Support vector machine
  • Naive Bayes classification
  • Neural networks
  • Markov Model
  • Regression
  • Ensemble methods

ROI

  • Benefit/Cost ratio
  • Cost of software
  • Cost of development
  • Potential benefits

Building Models

  • Data Preparation (MapReduce)
  • Data cleansing
  • Choosing methods
  • Developing model
  • Testing Model
  • Model evaluation
  • Model deployment and integration

Overview of Open Source and commercial software

  • Selection of R-project package
  • Python libraries
  • Hadoop and Mahout
  • Selected Apache projects related to Big Data and Analytics
  • Selected commercial solution
  • Integration with existing software and data sources

Guaranteed to run even with a single delegate!
公开课 公开课
参与人来自几个公司。公共课程内容不可由按照您的需求为您量身定制。
从 ¥54050
(39)
私人定制课程 私人定制课程
私人培训只允许您与您的同事一起上课。除此以外其他人无法参加您的私人培训课程。私人课程内容由按照您的需求为您量身定制。在培训前,客户与培训师商量培训内容。
从 ¥54050
要求报价
私人远程定制课程 私人远程定制课程
参与人与培训师在不同的地理位置,以在网上上课
从 ¥51650
要求报价
自学课程 自学课程
自学课程给您机会按照自己的节奏学习。没有培训师参与。您可以自主使用视频录音、教材与测验。您按照您个人的时间安排随时自助学习。
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The more delegates, the greater the savings per delegate. Table reflects price per delegate and is used for illustration purposes only, actual prices may differ.

Number of Delegates 公开课 私人定制课程 私人远程定制课程
1 ¥54050 ¥54050 ¥51650
2 ¥38100 ¥37950 ¥36750
3 ¥32783 ¥32583 ¥31783
4 ¥30125 ¥29900 ¥29300
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课程分类


促销课程

课程 地址 日期 价格【远程/传统课堂】
Business Process Modelling in BPMN 2.0 深圳新世界中心 星期一, 2016-06-06 09:30 ¥25740 / ¥32910
Model MapReduce and Apache Hadoop 北京东直门银座 星期三, 2016-06-22 09:30 ¥17998 / ¥19998
Drupal Theming 北京东直门银座 星期四, 2016-12-29 18:00 ¥9385 / ¥10385

Upcoming Courses

地址日期价格【远程/传统课堂】
上海中区广场星期一, 2016-06-13 09:30¥51650 / ¥58820
上海六八八广场星期一, 2016-06-13 09:30¥51650 / ¥54050
深圳新世界中心星期二, 2016-06-21 09:30¥51650 / ¥58820
北京朝阳国贸三期星期一, 2016-07-04 09:30¥51650 / ¥60050
厦门培训中心星期一, 2016-07-04 09:30¥51650 / ¥55850

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