From Data to Decision with Big Data and Predictive Analytics培训

课程编码

d2dbdpa

Duration

21 hours 通常来说是3天,包括中间休息。

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....)

Overview

听众

如果您试图理解您可以访问或想要分析网络上可用的非结构化数据(如Twitter,Linked in等等),那么本课程适合您。

它主要针对需要选择哪些数据值得收集以及值得分析的决策者和人员。

它不是针对人们配置解决方案,但这些人将从大局中受益。

交货方式

在课程期间,代表们将获得大多数开源技术的工作示例。

讲座后将进行简短的讲座,参加者将进行简单的练习

使用的内容和软件

每次运行课程时都会更新所有使用的软件,因此我们会检查最新版本。

它涵盖了从获取,格式化,处理和分析数据的过程,以解释如何使用机器学习自动化决策制定过程。

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, the 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

客户评论

★★★★★
★★★★★

促销课程

订阅促销课程

为尊重您的隐私,我公司不会把您的邮箱地址提供给任何人。您可以享有优先权和随时取消订阅的权利。

我们的客户

is growing fast!

We are looking to expand our presence in China!

As a Business Development Manager you will:

  • expand business in China
  • recruit local talent (sales, agents, trainers, consultants)
  • recruit local trainers and consultants

We offer:

  • Artificial Intelligence and Big Data systems to support your local operation
  • high-tech automation
  • continuously upgraded course catalogue and content
  • good fun in international team

If you are interested in running a high-tech, high-quality training and consulting business.

Apply now!