Probability And Statistics For Data Science in Singapore

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Probability and Statistics for Data Science Training

Singapore

Probability and Statistics for Data Science Training in Singapore helps learners understand foundational probability and statistics concepts for data science. Professionals develop skills in probability theory, distributions, hypothesis testing, regression analysis, and data-driven decision-making.

Attain in-depth knowledge of random variables and multivariate random variables.
Gain an understanding of the convergence of random processes and Markov chains.
Become familiar with Bayesian statistics, hypothesis testing, and linear regression.

Dates & Prices

Probability and Statistics for Data Science Training Overview

Course syllabus

Who it’s for

What’s included

FAQs

Probability and Statistics for Data Science Training Course Outline

Day 1: Probability and Random Variables

Module 1: Basic Probability Theory

Probability Spaces
Conditional Probability
Independence

Module 2: Random Variables

Random Variables Intro
Discrete Random Variables
Continuous Random Variables
Conditioning on Events
Functions of Random Variables
Generating Random Variables

Module 3: Multivariate Random Variables

Introduction
Discrete & Continuous Multivariate Variables
Joint Distributions
Independence
Functions of Several Variables
Generating Multivariate Variables & Rejection Sampling

Module 4: Expectation

Expectation Operator, Mean and Variance
Covariance, Conditional Expectation

Module 5: Random Processes

Intro, Mean, and Autocovariance Functions
IID
Gaussian Process
Poisson Process
Random Walk

Day 2: Statistics and Applications (8 hours total)

Module 6: Convergence of Random Processes

Types of Convergence
Law of Large Numbers
Central Limit Theorem
Monte Carlo Simulation

Module 7: Markov Chains

Markov Property and Basic Concepts
Recurrence
Periodicity
Convergence
Introduction to Markov-Chain Monte Carlo (MCMC)

Module 8: Descriptive Statistics

What are Descriptive Statistics?
Examples and Types of Descriptive Statistics

Module 9: Frequentist Statistics

Mean Square Error
Consistency
Confidence Intervals
Parametric vs Nonparametric Model Estimation
Maximum Likelihood Estimation (MLE)

Module 10: Bayesian Statistics

Bayesian Parametric Models
Conjugate Priors
Bayesian Estimators

Module 11: Hypothesis Testing

Hypothesis-Testing Framework
Parametric Testing
Nonparametric Testing: The Permutation Test
Multiple Testing Correction

Module 12: Linear Regression

Introduction to Linear Regression
Linear Models & Applications
Least-Squares Estimation

Who Should Attend this Probability and Statistics for Data Science Training?

This Probability and Statistics for Data Science Course is designed to provide foundational and practical knowledge in Probability and Statistics, which are crucial for Data Science, Machine Learning, and Data Analysis. The following are some professionals who will benefit from attending this course:

Data Scientists
Machine Learning Engineers
Data Analysts
Business Analysts
Product Managers
Quantitative Analysts
Statisticians

Prerequisites of the Probability and Statistics for Data Science Training

There are no formal prerequisites for this course.

Probability and Statistics for Data Science Training Course Overview

Probability and Statistics Training introduces delegates to the core concepts that underpin data-driven decision-making. It explains how uncertainty, variability, and data patterns are measured and interpreted, forming the foundation for meaningful analysis in Data Science.

This training supports professionals working with data in building analytical confidence. It develops the ability to quantify uncertainty, recognise trends, and draw accurate conclusions, enabling informed decisions across analytical and business-focused roles.

This 2-Day course offered by The Knowledge Academy enables delegates to apply probability and statistics with confidence. Through focused learning, delegates gain the skills to work with distributions, hypothesis testing, and regression, supporting practical, evidence-based decisions.

Probability and Statistics for Data Science Training Course Objectives

To represent and analyse uncertain phenomena using a framework
To quantify the outcome of the experiment as belonging to a specific event
To assign probabilities to each occurrence of interest and an experiment
To become accustomed to Markov chains and different statistical types
To generate samples from the appropriate conditional distribution
To evaluate the occurrence of a particular event that influences another event

Upon completion of this Data Science Training, delegates will possess a strong foundation in Probability and Statistics for Data Science. They will be equipped with the tools and techniques needed to analyse data effectively, make informed decisions, and contribute meaningfully to data-driven projects within their organisations.

What’s Included in this Probability and Statistics for Data Science Training?

World-Class Training Sessions from Experienced Instructors
Probability and Statistics for Data Science Certificate
Digital Delegate Pack

Train Your Workforce

Looking for Probability and Statistics for Data Science Training in-house or onsite training in Singapore? We specialise in corporate group training and bulk bookings for organisations of all sizes in Singapore. Our trainers deliver tailored sessions at your premises, online, or hybrid, with best price guarantee, group discounts and flexible scheduling to train your team.

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.

Ways to take Probability and Statistics for Data Science Training in Singapore

Online Instructor-Led Learning

Online Self-Paced Learning

Classroom Based Learning

Onsite Learning

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Probability and Statistics for Data Science Training. 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.

Live classes

Join a scheduled class with a live instructor and other delegates.

Interactive

Engage in activities, and communicate with your trainer and peers.

Global Pool of the Best Trainers

We handpick from a global pool of expert trainers for our Online Instructor-led courses.

Expertise

With 10+ years of quality, instructor-led training, we equip professionals with lasting skills for success.

Scalable Training Delivery

Access Probability and Statistics for Data Science Training in Singapore delivered by one of the largest training providers, with scalable instructor-led classes, accessible worldwide.

Master Probability and Statistics for Data Science Training with a flexible yet structured approach that combines live, expert-led sessions and self-paced study. With Weekly one-to-one tutor support and consistently high pass rates, you’ll receive tailored guidance and achieve real results.

Structured Yet Flexible Learning

Take part in scheduled, instructor-led sessions with real-time feedback, while enjoying the freedom to study independently. Interactive resources and progress tracking tools help you stay motivated and on target.

Engaging & Interactive Training

Join dynamic live sessions featuring discussions, practical activities, and peer collaboration. Learn from Probability and Statistics for Data Science Training industry experts and reinforce your knowledge with self-paced modules—plus, connect with professionals in your field.

Expert-Led Course

Gain valuable insight from experienced trainers during live sessions, and revisit course materials anytime to deepen your understanding. This method offers the ideal balance between expert guidance and independent learning.

Global Training Accessibility

Access top-quality training across time zones—anytime, anywhere. Whether at home or on the go, our expert-led sessions and flexible study materials support your goals, and help you on the journey towards the certification.

Learn Probability and Statistics for Data Science Training through The Knowledge Academy’s Online Self-Paced Learning. This flexible and structured format supports your training goals and enables every professional to build skills with confidence.

Flexible Learning

Access Probability and Statistics for Data Science Training resources 24/7 to maintain steady progress, complete regular assessments or tasks, and upskill effectively alongside work commitments.

Expert-Developed Content

Our Online Course content is designed by experienced trainers to ensure accuracy, relevance, and practical value.

Global Training Provider

Access Probability and Statistics for Data Science Training in Singapore from a trusted global training provider delivering consistent learning to professionals worldwide.

Cost-Effective Training

Benefit from the cost-effective Probability and Statistics for Data Science Training that delivers high-quality course content without compromising learning outcomes.

Interactive LMS

Track performance, download resources, and receive AI-enabled support through The Knowledge Academy’s dedicated Learning Management System.

Experience the most sought-after learning style with The Knowledge Academy's Probability and Statistics for Data Science Training Course. 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 Probability and Statistics for Data Science Training 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

Streamline large-scale training requirements with The Knowledge Academy’s In-house/Onsite Probability and Statistics for Data Science Training Course 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 Probability and Statistics for Data Science Training 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

Probability and Statistics for Data Science Training Schedule in Singapore

Online Instructor-Led

Online Self-Paced

Classroom

Onsite

Package deals for Probability and Statistics for Data Science Training

Our training experts have compiled a range of course packages on a variety of categories in Probability and Statistics for Data Science Training, to boost your career. The packages consist of the best possible qualifications with Probability and Statistics for Data Science Training, and allows you to purchase multiple courses at a discounted rate.

Probability And Statistics For Data Science in Singapore FAQs

What is the use of Probability and Statistics in Data Science?

Probability and statistics help data scientists model uncertainty, analyse patterns, draw conclusions, and make informed decisions. They underpin predictive analytics, machine learning algorithms, data interpretation, and experimentation across various real-world business, scientific, and technological applications.

What are the pre-requisites of taking up Probability and Statistics for Data Science Course?

There are no formal prerequisites for this course.

Who should attend this course?

This course suits Data Analysts, Aspiring Data Scientists, Business Analysts, Researchers, Students, and Professionals interested in data-driven decision-making, machine learning, or statistical modelling. It’s ideal for building or reinforcing analytical and quantitative reasoning skills.

What is the Markov Chain?

A Markov Chain is a stochastic model describing a sequence of possible events where the probability of each event depends only on the state attained in the previous event, commonly used in predictive modelling and decision analysis.

What is a random variable?

A random variable represents a numerical outcome of a random phenomenon. It can be discrete or continuous and is used to quantify and analyse data distributions, probabilities, and expectations in statistical models.

What is the duration of this course?

This course takes 2-Day to complete during which delegates participate in intensive learning sessions that cover various course topics.

What is hypothesis testing?

Hypothesis testing is a statistical method used to determine whether there is enough evidence to support a specific claim about a population parameter, based on sample data, using tests like t-tests or chi-square.

What will I learn in this Probability and Statistics for Data Science Training Course?

You will learn probability theory, statistical distributions, sampling, hypothesis testing, regression, Markov Chains, random variables, and data interpretation techniques essential for data science, machine learning, and evidence-based business decision-making.

What is the demand for Probabaility and Statistics for Data Science Courses in the future?

Demand will remain high, as data-driven decision-making grows across industries. Core statistical knowledge is foundational for roles in AI, machine learning, and business analytics, making this training increasingly relevant and valuable.

How popular is the Probability and Statistics for Data Science Certification in Singapore?

The certification is gaining popularity in Singapore due to rising demand for data professionals. Employers across sectors value candidates with strong statistical foundations for roles involving data analytics and predictive modelling.

What job opportunities will one get on completing Probability and Statistics for Data Science Training?

Roles include Data Analyst, Statistician, Business Analyst, Data Scientist, Machine Learning Engineer, and Research Analyst. This training strengthens analytical credentials and improves employability in industries driven by data and evidence-based decision-making.

What topics are covered in the course?

The course covers probability theory, random variables, expectation, random processes, convergence, Markov chains, descriptive statistics, frequentist and Bayesian methods, hypothesis testing, Monte Carlo simulations, and linear regression, providing a comprehensive foundation in statistical methods for Data Science applications.

What is the cost/training fees for Probability and Statistics for Data Science Training in Singapore?

The training fees for Probability and Statistics for Data Science Training in Singapore starts from SGD5195

Which is the best training institute/provider of Probability and Statistics for Data Science Training in Singapore?

The Knowledge Academy is one of the Leading global training provider for Probability and Statistics for Data Science Training.

What are the best Data Science Courses courses in Singapore?

Please see our Data Science Courses courses available in Singapore

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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.

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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