From Data to Decision with Big Data and Predictive Analytics Training Course

Course Code

d2dbdpa

Duration

21 hours (usually 3 days including breaks)

Requirements

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

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.

Course Outline

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

Testimonials

★★★★★
★★★★★

Bookings, Prices and Enquiries

Guaranteed to run even with a single delegate!

Private Classroom

From £4350

Private Remote

From £3900 (107)

Public Classroom

Location Date Course Price [Remote/Classroom]
Leicester - St. Georges House2018-12-03 09:30:00£3900 / £4650
Liverpool2018-12-04 09:30:00£3900 / £4950
Cambridge2018-12-04 09:30:00£3900 / £4575
Plymouth Drake Circus2018-12-04 09:30:00£3900 / £4350
Southampton2018-12-05 09:30:00£3900 / £4650
London, Hatton Garden2018-12-05 09:30:00£3900 / £5025
Swansea- Princess House2018-12-05 09:30:00£3900 / £4350
Glasgow2018-12-10 09:30:00£3900 / £4950
Reading TVP2018-12-10 09:30:00£3900 / £4695
Exeter - The Senate2018-12-11 09:30:00£3900 / £4800
Coventry - The Quadrant2018-12-11 09:30:00£3900 / £4650
Portsmouth2018-12-12 09:30:00£3900 / £4350
Cardiff2018-12-12 09:30:00£3900 / £4800
Chimney House Sheffield2018-12-17 09:30:00£3900 / £4800
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Course Discounts

Course Venue Course Date Course Price [Remote / Classroom]
Android Development Glasgow Mon, 2018-11-19 09:30 £4356 / £5756
Selenium WebDriver in C#: Introduction to Web Testing Automation in C# Edinburgh Training and Conference Venue Tue, 2018-11-20 09:30 £2178 / £2578
F#: Introduction to Functional Programming Portsmouth Mon, 2018-11-26 09:30 £2178 / £2478
Python: Automate the Boring Stuff Swindon Wed, 2018-11-28 09:30 £2178 / £2528
JMeter Fundamentals and JMeter Advanced Edinburgh Training and Conference Venue Mon, 2018-12-03 09:30 £2178 / £2578
HAProxy Administration London, Hatton Garden Mon, 2018-12-03 09:30 £2178 / £2928
From Data to Decision with Big Data and Predictive Analytics Birmingham Tue, 2018-12-11 09:30 £3861 / £4836
Social Media Marketing Oxford Wed, 2018-12-12 09:30 N/A / £1364
Test Automation with Selenium Manchester, King Street Wed, 2018-12-12 09:30 £3267 / £4242
Artificial Intelligence Overview London, Hatton Garden Thu, 2018-12-27 09:30 £1287 / £1662
RPA: Implementing Robotic Process Automation London, Hatton Garden Tue, 2019-01-29 09:30 £3861 / £4986

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