From Data to Decision with Big Data and Predictive Analytics培訓

課程代碼

d2dbdpa

課程時長

21 時間: 同常來說包括休息是 3天

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....)

概觀

聽眾

如果您試圖理解您可以訪問或想要分析網絡上可用的非結構化數據(如Twitter,鏈接等等),那麼本課程適合您。

它主要針對決策者和需要選擇哪些數據值得收集以及值得分析的人。

它不是針對人們配置解決方案,但這些人將從大局中受益。

交貨方式

在課程期間,代表們將獲得大多數開源技術的工作示例。

講座後將進行簡短的講座,參加者將進行簡單的練習

使用的內容和軟件

每次運行課程時都會更新所有使用的軟件,因此我們會檢查最新版本。

它涵蓋了從獲取,格式化,處理和分析數據的過程,以解釋如何使用機器學習自動化決策制定過程。

Machine Translated

課程簡介

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

客戶評論

★★★★★
★★★★★

促銷課程

訂閱促銷課程

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我們的客戶

is growing fast!

We are looking to expand our presence in Taiwan!

As a Business Development Manager you will:

  • expand business in Taiwan
  • 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!