Course information

Predictive Analytics Course Outline

Module 1: Introduction to Predictive Analytics

  • What is Predictive Analytics?
  • How Does Predictive Analytics Works?
  • Business Intelligence
  • Business Intelligence Lifecycle
  • Predictive Analytics Vs Business Intelligence
  • Predictive Analytics Challenges

Module 2: Setting Up the Problem

  • Predictive Analytics Processing Steps
  • Target Variable
  • Success Measures for Predictive Models
  • Data for Predictive Modelling

Module 3: Understanding the Data

  • Single and Multiple Variables          
  • Data Visualisation
  • Histograms

Module 4: Data Preparation

  • Data Cleaning
  • Feature Creation

Module 5: Itemsets and Association Rules

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

Module 6: Descriptive Modelling

  • Introduction to Descriptive Modelling
  • Principal Component Analysis
  • Clustering Algorithms

Module 7: Interpreting Descriptive Models

  • Introduction to Descriptive Analytics
  • How Does Descriptive Analytics Work?
  • Advantages of Descriptive Analytics

Module 8: Predictive Modelling

  • Introduction to Predictive Modelling
  • Decision Tree
  • Types of Decision Trees
  • Logistic Regression
  • Neural Networks
  • K-Nearest Neighbour
  • Naïve Bayes
  • Linear Regression

Module 9: Predictive Models Assessment

  • Introduction to Predictive Models Assessment
  • Metrics to Evaluate Predictive Models

Module 10: Model Ensembles

  • Ensemble Modelling
  • Types of Model Ensembles
  • Bias Variance Trade-Off
  • Bagging and Boosting
  • Interpreting Model Ensembles

Module 11: Text Mining

  • Introduction to Text Mining
  • Structured Vs Unstructured Data
  • Text Mining Applications
  • Steps of Data Preparation
  • Regular Expressions

Module 12: Predictive Model Deployment

  • Introduction to Predictive Model Deployment
  • Building Predictive Models

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Who should attend this Predictive Analytics Course?

This Predictive Analytics Training Course aims to provide professionals with the core concepts, techniques, and tools used to predict future events based on historical data and delves into the various stages of the analytics life cycle. This training can help various professionals, including:

  • Data Scientists
  • Business Analysts
  • Marketing Analysts
  • Financial Analysts
  • Business Intelligence Professionals
  • Risk Managers
  • CRM Professionals

Prerequisites of the Predictive Analytics Course

There are no formal prerequisites required for attending this Predictive Analytics Training Course.

Predictive Analytics Course Overview

Predictive Analytics is a powerful tool in the data science domain that plays a crucial role in foreseeing unknown future events that organisations must navigate. Utilising techniques like data mining, modelling, statistics, Artificial Intelligence, and Machine Learning, predictive analytics empowers organisations to identify forthcoming risks and opportunities by deciphering patterns within transactional and historical data.

Proficiency in Predictive Analytics is indispensable for a range of professionals, including Data Scientists, Business Analysts, Marketing Experts, Financial Analysts, and decision-makers in diverse industries. As organisations seek a competitive edge, Predictive Analytics offers a strategic advantage, allowing professionals to anticipate market trends, customer behaviours, and operational efficiencies.

The Knowledge Academy’s 2-day course provides delegates with knowledge on essential aspects like data cleaning, feature creation, item sets, and association rules. This training equips delegates with the knowledge to uncover valuable patterns and associations within data. Regardless of their field, individuals keen on augmenting their data science skill set will benefit from this training, gaining familiarity with predictive modelling techniques.

Course Objectives

  • To master the predictive analytics process, including data cleaning and feature creation
  • To gain proficiency in uncovering valuable patterns and associations using itemsets and association rules
  • To explore various predictive modelling techniques, such as logistic regression and Naïve Bayes
  • To develop the skills to apply predictive models effectively in real-world scenarios
  • To enhance decision-making by leveraging data-driven predictions and insights
  • To empower organisations to become forward-looking and proactive using predictive analytics

By the end of this Data Science Training Course, the delegates will possess the skills to develop and apply predictive models effectively, enabling them to make data-driven predictions, optimise decision-making processes, and unlock new avenues for organisational growth.

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What’s included in this Predictive Analytics Course?

  • World-Class Training Sessions from Experienced Instructors
  • Predictive Analytics Certificate
  • Digital Delegate Pack

Why choose us

Our Montreal venue

Includes..

Free Wi-Fi

To make sure you’re always connected we offer completely free and easy to access wi-fi.

Air conditioned

To keep you comfortable during your course we offer a fully air conditioned environment.

Full IT support

IT support is on hand to sort out any unforseen issues that may arise.

Video equipment

This location has full video conferencing equipment.

Montreal is the largest city in the province of Quebec and is the 9th largest city in the whole of the continent of North America. The city is named after the hill in the heart on the city called Mount Royal. It has and estimated population of roughly 1.65 million people. Education in Canada is mostly free and publicly funded. It is overseen by the federal, provincial and local governments, with the education within provincial jurisdiction and the curriculum overseen by the province. Education is compulsory in most provinces up to the age of 16. Parents can choose between sending their children to one of the public schools or they can sent them to a fee paying private school. Those who live in Montreal and find that picking a secondary school is a fraught decision involving school zones and ratings. Royal West Academy is one of the most prestigious schools in Montreal. It is a public Anglophone secondary school that performs excellently academically. Royal West Academy is part of the English Montreal School Board. The schools mission is to provide a structured environment for those who are committed to academic study. They offer top computer training courses and have an appreciation for the arts, social issues and community responsibilities. To enter this school students must pass an entrance exam due to the limit places that are available. Canada’s higher has a very good reputation. However there is no formal ranking system and students will often choose colleges and universities bases on geographic convenience and the reputation of a particular course. Montreal has the highest concentration of post-secondary students of all major cities in North America. There are 4 universities, seven degree awarding institutions and 12 CEGEPS (publicly funded pre‑university college in the province of Quebec) in a 5 mile radius. The University of Montreal is the second largest research university in the country. It is ranked 115th in the world and is the 5th highest ranked Canadian university in the world rankings. The university is affiliated with two other higher education institutions in the area; the École Polytechnique de Montréal (School of Engineering) and HEC Montréal (School of Business). The school of business is widely regarded as being one of the best business schools in Canada. The University of Montreal is a Francophone institute which means the lessons are taught predominantly in French.

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Address

Regus,
2001 University Street, Suite 1700
Montreal
Quebec
H3A 2A6

T: +1 6474932992

Ways to take this course

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Predictive Analytics Course in Montreal. Engage directly with expert instructors, mirroring the classroom schedule for a comprehensive learning journey. Enjoy the convenience of virtual learning without compromising on the quality of interaction.

Unlock your potential with The Knowledge Academy's Predictive Analytics Course in Montreal, accessible anytime, anywhere on any device. Enjoy 90 days of online course access, extendable upon request, and benefit from the support of our expert trainers. Elevate your skills at your own pace with our Online Self-paced sessions.

Streamline large-scale training requirements with The Knowledge Academy's In-house/Onsite at your business premises. Experience expert-led classroom learning from the comfort of your workplace and engage professional development.

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Tailored learning experience

Leverage benefits offered from a certification that fits your unique business or project needs

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Maximise your training budget

Cut unnecessary costs and focus your entire budget on what really matters, the training.

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Team building opportunity

Our offers a unique chance for your team to bond and engage in discussions, enriching the learning experience beyond traditional classroom settings

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Monitor employees progress

The course know-how will help you track and evaluate your employees' progression and performance with relative ease

What our customers are saying

Predictive Analytics Course in Montreal FAQs

Predictive Analytics employs statistical algorithms, Data Analysis, and Machine Learning to anticipate future outcomes based on past data and trends. It focuses on extracting patterns, identifying correlations, and predicting future events or behaviours.
Predictive Analytics is used to forecast future events and behaviours by analysing historical data. It helps businesses make informed decisions, improve efficiency, and identify opportunities for growth by predicting trends, customer behaviour, and potential risks.
There are no formal prerequisites for attending this course.
This certification offers benefits like improved decision-making, enhanced efficiency, competitive advantage, risk mitigation, revenue growth, and expanded career opportunities.
This Online Predictive Analytics Course is ideal for Data Analysts, Business Analysts, Statisticians, Marketing Professionals, and anyone keen on leveraging data to forecast trends, make strategic decisions, and drive business growth.
This course comes with a 2-day training session from experienced trainers, a digital delegate pack, and a certificate upon completion of the course.
Yes. The Knowledge Academy offers 24/7 support for delegates before, during, and after this training course.
The duration of this Predictive Analytics Online Course spans across 2 days.
Predictive Analytics exams are typically conducted online or in-person at testing centres. The format usually includes multiple-choice questions, practical data analysis tasks, and case studies to assess understanding of predictive modelling techniques, data interpretation, and application of analytics tools.
Learn Predictive Analytics to unlock roles like Data Scientist, Business Analyst, and Marketing Analyst. These skills are valuable across industries for forecasting trends, optimising strategies, and making data-driven decisions in finance, healthcare, supply chain, and research domains.
Common tools include R, Python, TensorFlow, SAS, SPSS, Tableau, and Power BI for statistical analysis, Machine Learning, data manipulation, and visualisation.
You'll learn predictive modelling fundamentals, data preprocessing, various algorithms like regression and neural networks, model evaluation, and practical application to real-world scenarios.
Predictive Analytics forecasts future events using historical data, while descriptive analytics summarises past data to understand what happened and why.
Challenges include data quality, model selection, overfitting, interpretability, domain knowledge integration, and deployment into existing systems.
The Knowledge Academy stands out as a prestigious training provider known for its extensive course offerings, expert instructors, adaptable learning formats, and industry recognition. It's a dependable option for those seeking this course.
The training fees for Predictive Analytics Coursein Montreal starts from CAD4295
The Knowledge Academy is the Leading global training provider for Predictive Analytics Course.
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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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