Predictive Analytics Course in Singapore

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Predictive Analytics Course

Singapore

Learn predictive modelling techniques for data-driven insights
Gain proficiency in forecasting for strategic decision-making
Understand statistical models and algorithms with this Predictive Analytics Course

Dates & Prices Dates & Prices

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

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.

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 Singapore 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.

Singapore is a global city state and island country in Asia. The population of Singapore is around 5.5 million people. All public schools teach in English as a primary language except for the ‘mother tongue’ language paper. The National University of Singapore one of the two largest public universities in Singapore. The University was established in 1905 and is the oldest university in Singapore. The university enrol around 37,000 students who study a variety of courses which include Arts, Social Sciences, Business, Computing, Engineering, Law, Medicine, Science and Public Policy. The Nanyang Technological University is another university in Singapore. The University was established in 1991 and houses around 31,000 students. The university is a public university and offers courses in Business, Humanities, Arts, Social Sciences, Engineering, Science and Medicine.

Address

2 Changi Business Park Avenue 1

Singapore, 486015

T: +65 6929 8747

Ways to take this course

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Predictive Analytics Course in Singapore. 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.

Learn more in our FAQs

Unlock your potential with The Knowledge Academy's Predictive Analytics Course in Singapore, 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.

Learn more in our FAQs

Experience the most sought-after learning style with The Knowledge Academy's Predictive Analytics Course in Singapore. Available in 490+ locations across 190+ countries, our hand-picked Classroom venues offer an invaluable human touch. Immerse yourself in a comprehensive, interactive experience with our expert-led Predictive Analytics Course in Singapore sessions.

Highly experienced trainers

Boost your skills with our expert trainers, boasting 10+ years of real-world experience, ensuring an engaging and informative training experience

State of the art training venues

We only use the highest standard of learning facilities to make sure your experience is as comfortable and distraction-free as possible

Small class sizes

Our Classroom courses with limited class sizes foster discussions and provide a personalised, interactive learning environment

Great value for money

Achieve certification without breaking the bank. Find a lower price elsewhere? We'll match it to guarantee you the best value

Learn more in our FAQs

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.

Tailored learning experience

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

Maximise your training budget

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

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

Monitor employees progress

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

Learn more in our FAQs

What our customers are saying

Predictive Analytics Course in Singapore FAQs

What is Predictive Analytics?

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.

What is Predictive Analytics used for?

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.

Are there any prerequisites needed for this Predictive Analytics Certification Course?

There are no formal prerequisites for attending this course.

What are the benefits of taking this Predictive Analytics Certification Course?

This certification offers benefits like improved decision-making, enhanced efficiency, competitive advantage, risk mitigation, revenue growth, and expanded career opportunities.

Who should attend this Predictive Analytics Certification Course?

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.

What is included in this course on Predictive Analytics?

This course comes with a 2-day training session from experienced trainers, a digital delegate pack, and a certificate upon completion of the course.

Do you offer 24/7 support for this Predictive Analytics Course?

Yes. The Knowledge Academy offers 24/7 support for delegates before, during, and after this training course.

What is the duration of this Predictive Analytics Online Training?

The duration of this Predictive Analytics Online Course spans across 2 days.

How are Predictive Analytics exams conducted and what is the format?

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.

What kinds of jobs can I get with Predictive Analytics skills?

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.

What are some common software and tools used in these Predictive Analytics Courses?

Common tools include R, Python, TensorFlow, SAS, SPSS, Tableau, and Power BI for statistical analysis, Machine Learning, data manipulation, and visualisation.

What will I learn in this Predictive Analytics Certification Course?

You'll learn predictive modelling fundamentals, data preprocessing, various algorithms like regression and neural networks, model evaluation, and practical application to real-world scenarios.

How does Predictive Analytics differ from descriptive analytics?

Predictive Analytics forecasts future events using historical data, while descriptive analytics summarises past data to understand what happened and why.

What are the common challenges faced in implementing Predictive Analytics?

Challenges include data quality, model selection, overfitting, interpretability, domain knowledge integration, and deployment into existing systems.

Why choose The Knowledge Academy in Singapore over others?

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.

What is the cost/training fees for Predictive Analytics Course in Singapore?

The training fees for Predictive Analytics Coursein Singapore starts from SGD3595

Which is the best training institute/provider of Predictive Analytics Course in Singapore?

The Knowledge Academy is the Leading global training provider for Predictive Analytics Course.

What are the best Data Science Courses courses in Singapore?

Please see our Data Science Courses courses available in Singapore

Why choose us

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.

Many delivery methods

Flexible delivery methods are available depending on your learning style.

High quality resources

Resources are included for a comprehensive learning experience.

"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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