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Course Information

Predictive Analytics Training​ Course Outline

This Predictive Analytics Training course will explore the following areas: ​

Introduction to Predictive Analytics

  • Predictive Analytics
  • What is Business Intelligence?
  • Predictive Analytics vs Business Intelligence
  • Challenges in using Predictive Analytics

Setting Up the Problem

  • Predictive Analytics Processing Steps
  • Business Understanding
  • Defining Data for Predictive Modelling
  • Defining the Target Variable
  • Defining Success Measures for Predictive Models

Understanding the Data

  • Single and Multiple Variables
  • Data Visualisation
  • Histograms

Data Preparation

  • Variable Cleaning
  • Feature Creation

Itemsets and Association Rules

  • Parameter Settings
  • Data Organisation Techniques
  • Deploying Association Rules
  • Making Classification Rules from Association Rules

Descriptive Modelling

  • Principal Component Analysis
  • Clustering Algorithms

Interpreting Descriptive Models

Predictive Modelling

  • Decision Trees
  • Logistic Regression
  • Neural Networks
  • K-Nearest Neighbour
  • Naïve Bayes
  • Linear Regression

Predictive Models Assessment

Model Ensembles

  • The Wisdom of Crowds
  • Bias Variance Tradeoff
  • Bagging and Boosting
  • Improving Bagging and Boosting
  • Interpreting Model Ensembles

Text Mining

  • Structured vs Unstructured Data
  • Text Mining Applications
  • Steps of Data Preparation
  • Features of Text Mining
  • Regular Expressions

Model Deployment

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Prerequisites

There are no formal prerequisites for attending this course.

Audience

Anyone who needs to gain knowledge on predictive analytics can attend this course. This course is well-suited for data analysts and data scientists.

Predictive Analytics Training​ Course Overview

Predictive analytics is used for making predictions about unknown future events. It makes use of many techniques, including data mining, modelling, statistics, artificial intelligence, and machine learning by analysing current data. The patterns found in transactional and historical data can be used for identifying future risks and opportunities. Predictive analytics models capture relationships among factors for evaluating risk with a specific set of conditions for assigning a score. Predictive analytics enables organisations to become forward-looking and proactive, predicting outcomes and behaviours based on the data.

This Predictive Analytics Training course will provide delegates with the knowledge of predictive analytics and its processing steps. Delegates will become familiarised with cleaning and feature creation. This 2-day course will equip delegates with extensive knowledge of itemsets and association rules. Delegates will also be familiarised with the various predictive modelling techniques including logistic regression, k-nearest neighbour, Naïve Bayes, and more.

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  • Delegate pack consisting of course notes and exercises
  • Manual
  • Experienced Instructor

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Why choose us

Ways to take this course

Our easy to use Virtual platform allows you to sit the course from home with a live instructor. You will follow the same schedule as the classroom course, and will be able to interact with the trainer and other delegates.

Our fully interactive online training platform is compatible across all devices and can be accessed from anywhere, at any time. All our online courses come with a standard 90 days access that can be extended upon request. Our expert trainers are constantly on hand to help you with any questions which may arise.

What our customers are saying

Predictive Analytics Training FAQs

FAQ's

Please arrive at the venue at 8:45am.
There are no formal prerequisites for attending this course.
Anyone who needs to gain knowledge on predictive analytics can attend this course. This course is well-suited for data analysts and data scientists.
We are able to provide support via phone & email prior to attending, during and after the course.
Delegate pack consisting of course notes and exercises, Manual, Experienced Instructor, and Refreshments
This course is 2 days.
Once your booking has been placed and confirmed, you will receive an email which contains your course location, course overview, pre-course reading material (if required), course agenda and payment receipts
The price for Predictive Analytics Training certification in the United States starts from $2295
The Knowledge Academy is the Leading global training provider in the world for Predictive Analytics Training.

Why choose us

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Best price in the industry

You won't find better value in the marketplace. If you do find a lower price, we will beat it.

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Many delivery methods

Flexible delivery methods are available depending on your learning style.

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High quality resources

Resources are included for a comprehensive learning experience.

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"Really good course and well organised. Trainer was great with a sense of humour - his experience allowed a free flowing course, structured to help you gain as much information & relevant experience whilst helping prepare you for the exam"

Joshua Davies, Thames Water

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