Data Science for Non-Data Scientists: Complete Training Program
Unlock the power of data with our comprehensive training program designed specifically for non-data scientists. Dive into the world of data science under expert guidance and acquire essential skills in business intelligence, machine learning, and analytics. Transform your career by mastering cutting-edge tools and methodologies tailored to meet industry demands. Enroll now to elevate your professional journey with unparalleled expertise.
- Available in:
- Malaysia
- Upcoming intakes:
- Sep 14, 2026
- Sep 14, 2026
- Sep 14, 2026
- Sep 14, 2026
- Sep 14, 2026
Corporate Pricing
Pax:
Training Provider Pricing
Pax:
Features
Target Audience
Methodologies
Subsidies

What you'll learn
- Explore various disciplines within data science including business intelligence and analytics.
- Understand how to prepare and cleanse datasets effectively for analysis.
- Understand the fundamental concepts of data science and its evolution.
- Develop practical skills in using data science tools such as Orange 3 and Tableau Prep.
- Learn about different types of machine learning techniques including supervised and unsupervised learning.
- Gain insights into artificial intelligence and machine learning applications.
- Acquire foundational knowledge in discrete mathematics, linear algebra, calculus, probability, and statistics.
- Explore career opportunities available within the field of data science.
Why should you attend?
Data science is a rapidly evolving field that has become integral to various industries. This course provides an introduction to the fundamental concepts of data science, starting with an understanding of what data is and the different types of data that exist. Participants will explore the evolution of data science and its significance in today's data-driven world. The course delves into various disciplines within data science, including business intelligence and data analytics, which are crucial for making informed business decisions. Students will also gain insights into artificial intelligence and machine learning, two key components that drive innovation in data science. The use of tools specific to data science will be covered, providing learners with practical skills needed in real-world applications. Furthermore, the course highlights the diverse applications of data science across different sectors and explores potential career paths for aspiring data scientists. By understanding general concepts in machine learning such as supervised, unsupervised, and reinforcement learning, participants will be equipped with foundational knowledge essential for further exploration in this field. In addition to theoretical knowledge, the course emphasizes practical skills through modules on discrete mathematics, linear algebra, calculus, probability, and statistics. These mathematical foundations are crucial for developing algorithms and models used in machine learning. Learners will also engage with hands-on activities involving data preparation using tools like Orange 3 and Tableau Prep, enhancing their ability to handle real-world datasets effectively.
Course Syllabus
Day 1 - Data Science Fundamentals
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 1
Day 2 - Mathematical Foundations & Models
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 2
Day 3 - Advanced Models & Statistics
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 3
Day 4 - Data Preparation & Visualization
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 4
Day 5 - Analytics & Case Studies
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 5
Ratings and Reviews
Instructor
Instructor
Dr. Esther Suria Kala is a highly accomplished ICT consultant and corporate trainer with nearly 30 years of extensive experience in information technology, project management, and organizational development. As the founder of Angel Software Solutions, she has established herself as a versatile and dedicated professional who delivers cutting-edge training solutions across Malaysia and internationally.
Her academic credentials are exceptional, including a PhD in Psychology with a focus on Human Behaviour and Human Resources, an MBA in Finance, and degrees in both Computer Science and Human Resources. Currently pursuing a second PhD in IT Information Security, Dr. Esther demonstrates an unwavering commitment to continuous learning and staying at the forefront of technological advancement. Her educational foundation is complemented by an impressive array of professional certifications, including Microsoft Certified Trainer (MCT), CISSP, ITIL, SAP Certified Associate, Certified Cyber Security Professional, Data Scientist, AI Engineering, and ECBA certifications.
Dr. Esther's technical expertise spans an extensive range of domains, from traditional programming languages like Java, C++, and PHP to modern technologies including Python, AI coding, machine learning, RPA, and IR 4.0 microservices. She is proficient in database management systems including Microsoft SQL Server and Oracle, web development frameworks, and enterprise solutions like SAP Crystal Reports and SharePoint Server. Her knowledge extends to cybersecurity, ethical hacking, network administration, and data analytics, making her uniquely qualified to address both technical and strategic business challenges.
As a trainer, Dr. Esther excels in bridging the gap between technical complexity and practical application. She delivers comprehensive training programs for both IT and non-IT professionals, covering everything from software development and cloud computing to soft skills such as digital marketing, business analysis, customer service, and project management. Her ability to communicate effectively in both English and Bahasa Malaysia enables her to connect with diverse audiences across different organizational levels.
Her impressive client portfolio includes leading organizations such as Maybank, Telekom Malaysia, Malaysian Airlines, Tenaga Nasional Berhad, Bank Negara, Ministry of Education, Ministry of Finance, and numerous multinational corporations. This extensive experience across banking, telecommunications, government, aviation, and technology sectors demonstrates her adaptability and deep understanding of varied industry requirements. Recognized with the Outstanding Achievement Award in Information Technology from University Malaya in 2013, Dr. Esther continues to empower organizations through innovative training solutions that drive digital transformation and professional excellence.
Instructor
Instructor
Instructor
Instructor Reviews
Tasmeea Rahman
Data Analytics & Engineering Training Specialist"Tasmeea was an excellent teacher. Very pleasant, willing to assist and answer concerns, and continuously asked how she could assist more. She made the course enjoyable as well as informative."
"Thank you so much for your invaluable guidance. I really enjoyed it and appreciated how much fun you made it! I feel much more equipped to cope with difficult challenges."
"The training was both fascinating and beneficial. Many members of the staff commented on how useful it was. Tasmeea delivers the topic with authority, wit, and passion."
FAQ
Frequently Asked Questions About This Course
- Public pricing: applies for individuals signing up from different companies.
- Corporate pricing: applies if a company wants to have an intake for its employees only.
- Training provider pricing: applies only for other training providers looking to hire our trainers and use our content. Our content has a licensing fee.
We will keep you updated on the status of the intake after you enroll.
Courses you may like
Why should you attend?
Data science is a rapidly evolving field that has become integral to various industries. This course provides an introduction to the fundamental concepts of data science, starting with an understanding of what data is and the different types of data that exist. Participants will explore the evolution of data science and its significance in today's data-driven world. The course delves into various disciplines within data science, including business intelligence and data analytics, which are crucial for making informed business decisions. Students will also gain insights into artificial intelligence and machine learning, two key components that drive innovation in data science. The use of tools specific to data science will be covered, providing learners with practical skills needed in real-world applications. Furthermore, the course highlights the diverse applications of data science across different sectors and explores potential career paths for aspiring data scientists. By understanding general concepts in machine learning such as supervised, unsupervised, and reinforcement learning, participants will be equipped with foundational knowledge essential for further exploration in this field. In addition to theoretical knowledge, the course emphasizes practical skills through modules on discrete mathematics, linear algebra, calculus, probability, and statistics. These mathematical foundations are crucial for developing algorithms and models used in machine learning. Learners will also engage with hands-on activities involving data preparation using tools like Orange 3 and Tableau Prep, enhancing their ability to handle real-world datasets effectively.
What you'll learn
- Explore various disciplines within data science including business intelligence and analytics.
- Understand how to prepare and cleanse datasets effectively for analysis.
- Understand the fundamental concepts of data science and its evolution.
- Develop practical skills in using data science tools such as Orange 3 and Tableau Prep.
- Learn about different types of machine learning techniques including supervised and unsupervised learning.
- Gain insights into artificial intelligence and machine learning applications.
- Acquire foundational knowledge in discrete mathematics, linear algebra, calculus, probability, and statistics.
- Explore career opportunities available within the field of data science.
Course Syllabus
Day 1 - Data Science Fundamentals
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 1
Day 2 - Mathematical Foundations & Models
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 2
Day 3 - Advanced Models & Statistics
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 3
Day 4 - Data Preparation & Visualization
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 4
Day 5 - Analytics & Case Studies
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 5
Instructor Reviews
Tasmeea Rahman
Data Analytics & Engineering Training Specialist"Tasmeea was an excellent teacher. Very pleasant, willing to assist and answer concerns, and continuously asked how she could assist more. She made the course enjoyable as well as informative."
"Thank you so much for your invaluable guidance. I really enjoyed it and appreciated how much fun you made it! I feel much more equipped to cope with difficult challenges."
"The training was both fascinating and beneficial. Many members of the staff commented on how useful it was. Tasmeea delivers the topic with authority, wit, and passion."
Corporate Pricing
Pax:
Training Provider Pricing
Pax:
Features
Target Audience
Methodologies
Subsidies

Ratings and Reviews
Instructors
Dr. Esther Suria Kala is a highly accomplished ICT consultant and corporate trainer with nearly 30 years of extensive experience in information technology, project management, and organizational development. As the founder of Angel Software Solutions, she has established herself as a versatile and dedicated professional who delivers cutting-edge training solutions across Malaysia and internationally.
Her academic credentials are exceptional, including a PhD in Psychology with a focus on Human Behaviour and Human Resources, an MBA in Finance, and degrees in both Computer Science and Human Resources. Currently pursuing a second PhD in IT Information Security, Dr. Esther demonstrates an unwavering commitment to continuous learning and staying at the forefront of technological advancement. Her educational foundation is complemented by an impressive array of professional certifications, including Microsoft Certified Trainer (MCT), CISSP, ITIL, SAP Certified Associate, Certified Cyber Security Professional, Data Scientist, AI Engineering, and ECBA certifications.
Dr. Esther's technical expertise spans an extensive range of domains, from traditional programming languages like Java, C++, and PHP to modern technologies including Python, AI coding, machine learning, RPA, and IR 4.0 microservices. She is proficient in database management systems including Microsoft SQL Server and Oracle, web development frameworks, and enterprise solutions like SAP Crystal Reports and SharePoint Server. Her knowledge extends to cybersecurity, ethical hacking, network administration, and data analytics, making her uniquely qualified to address both technical and strategic business challenges.
As a trainer, Dr. Esther excels in bridging the gap between technical complexity and practical application. She delivers comprehensive training programs for both IT and non-IT professionals, covering everything from software development and cloud computing to soft skills such as digital marketing, business analysis, customer service, and project management. Her ability to communicate effectively in both English and Bahasa Malaysia enables her to connect with diverse audiences across different organizational levels.
Her impressive client portfolio includes leading organizations such as Maybank, Telekom Malaysia, Malaysian Airlines, Tenaga Nasional Berhad, Bank Negara, Ministry of Education, Ministry of Finance, and numerous multinational corporations. This extensive experience across banking, telecommunications, government, aviation, and technology sectors demonstrates her adaptability and deep understanding of varied industry requirements. Recognized with the Outstanding Achievement Award in Information Technology from University Malaya in 2013, Dr. Esther continues to empower organizations through innovative training solutions that drive digital transformation and professional excellence.
Courses you may like
FAQ
Frequently Asked Questions About This Course
- Public pricing: applies for individuals signing up from different companies.
- Corporate pricing: applies if a company wants to have an intake for its employees only.
- Training provider pricing: applies only for other training providers looking to hire our trainers and use our content. Our content has a licensing fee.
We will keep you updated on the status of the intake after you enroll.
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