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Course Details
Course Details
What You'll Learn
Topic 1: Introduction to Statistics
Why Statistics Matter
Categorical and Quantitative Data
Descriptive Statistics: Mean and Standard Deviation
Probability and Conditional Probability
Bayes Theorem
Discrete Probability Distributions
Continuous Probability Distributions
Software for Statistical Analysis
Topic 2: Sampling
Sampling Consideration
Central Limit Theorem
Sampling Distribution of the Mean
Standard Errors for Proportion and Mean
Confidence Interval
T-Statistics vs Z-Statistics
T-Score Table and Degree of Freedom
Calculating Confidence Interval of T-Score
Topic 3: Hypothesis Testing
Overview of Hypothesis Testing
Steps for Performing a Hypothesis Testing
One Tailed vs Two Tailed Hypothesis Testing
One Sample Hypothesis Testing
Two Sample Hypothesis Testing
Pooled Sample T-Test
Type 1 and Type 2 Errors
Topic 4: Chi Square Test
Chi Square Distribution
Goodness of Fit Test
Topic 5: ANOVA: Analysis of Variance
What is Analysis of Variance
One Way ANOVA
Total Sum of Squares
Within Variance and Between Variance (SSW and SSB)
Hypothesis Testing with F-Statistic
Topic 6: Regression
What is Regression?
Residues and Mean Square Error
Perform Regression Modeling
Topic 7: Correlation Analysis
What is Correlation Analysis?
Computation of Correlation Coefficient
Correlation and Covariance Matrices
Course Info
Promotion Code
Your will get 10% discount voucher for 2nd course onwards if you write us a Google review.
Minimum Entry Requirement
Knowledge and Skills
- Able to operate using computer functions
- Minimum 3 GCE ‘O’ Levels Passes including English or WPL Level 5 (Average of Reading, Listening, Speaking & Writing Scores)
Attitude
- Positive Learning Attitude
- Enthusiastic Learner
Experience
- Minimum of 1 year of working experience.
Target Age Group: 21-65 years old
Minimum Software/Hardware Requirement
Software:
You can download and install the following software:
Hardware: Windows and Mac Laptops
Job Roles
Job Roles
- Data Analyst
- Market Researcher
- Business Analyst
- Quality Assurance Specialist
- Social Science Researcher
- Graduate Student
- Economic Analyst
- Product Manager
- Human Resources Analyst
- Healthcare Data Specialist
- Educational Researcher
- Sports Statistician
- Financial Analyst
- Behavioral Scientist
- Environmental Data Specialist.
Trainers
Trainers
Dr. Alvin Ang is a ACTA certified trainer. Dr. Alvin Ang did his Ph.D., Masters and Bachelors from NTU, Singapore. Previously he was a Principal Consultant (Data Science) as well as an Assistant Professor. He was also 8 years SUSS adjunct lecturer. His focus and interest is in the area of real world data science. Though an operational researcher by study, his passion for practical applications outweigh his academic background. He owns a startup externally.
Dwight Nuwan Fonseka is Head of Data Science at Plano Pte. Ltd. and an ACLP-certified trainer with deep expertise in data analytics, machine learning, and AI applications. He has extensive hands-on experience developing predictive models, RShiny dashboards, and deep learning solutions using R, Python, TensorFlow, and Keras. With a strong professional background in healthcare, finance, and customer analytics, Dwight brings an applied perspective to teaching AI, focusing on both the opportunities and risks of emerging technologies.
Liew Sing Loon is a ACTA certified trainer. Liew Sing Loon graduated from the National University of Singapore (NUS) in 1992 with a Second Upper Honors Degree in Electrical Engineering. He started his career as an Electronic Product Design Engineer for four years in a Multinational Company which sell the products worldwide. The job provided him practical knowledge in various aspects of manufacturing operations ranges from Design, Quality, Production and Procurement. He then spent fifteen years in Information Technology Sector as a Key Account Manager in selling IT solutions to Banking, Telecommunications and Government clients. The job provided him the opportunities to propose IT solutions, integrating software, hardware and services, to solve customers’ problems to achieve their strategic business objectives. He joint a German Product Test company to develop its business in providing product Safety, Immunity, Electromagnetic Compatibility (EMC) Certification test. While working in the industry, Liew Sing Loon obtained a Master of Science (MSc) in Technology Management from NUS.
In the last decade, Liew Sing Loon has been Adjunct Lecturer in several Institutes of high learning, transferring his knowledge on Quantitative & Statistical Analysis, Operations, Project & Quality Management to learners ranging from Diploma, full time undergraduates and working adults.Liew Sing Loon has a Certificate of Completion in Education Psychology Course and Teaching & Learning in Higher Education Program conducted by National Institute of Education (NIE).
Review
Customer Reviews (40)
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, (Posted on 2/14/2020)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - might recommend Review by Course Participant/Trainee
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, (Posted on 2/14/2020)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - might recommend Review by Course Participant/Trainee
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Due to diverse backgrd of those attending, teaching materials need to be more user friendly (Posted on 2/14/2020)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Might Consider Review by Course Participant/Trainee
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. (Posted on 10/23/2019)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Might Consider Review by Course Participant/Trainee
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A renovated room would be good (Posted on 10/23/2019)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment
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