Accounting & AI: Exploring AI & Machine Learning using Excel
August 17, 2024
Accounting & AI: Exploring AI & Machine Learning using Excel

The practical workshop is designed to introduce accounting and finance professionals to the foundational concepts of AI and Machine Learning, focusing on practical applications within Microsoft Excel .

Upon completion of this workshop, participants will be able to :

  • Understand the fundamentals of AI and Machine Learning ( ML ) and their application in accounting and finance
  • Perform data mining and exploration tasks in Excel to uncover insights from financial data
  • Detect anomalies and patterns in financial transactions using Excel-based tools
  • Build and validate basic predictive models for practical use in finance, integrating advanced AI techniques like Natural Language Processing (NLP)
  • Apply Excel for practical AI/ML tasks, leveraging its capabilities for automation and insight generation in accounting and finance

Introduction to AI and Machine Learning in Excel

  • Overview of AI/ML concepts and terminology 
  • Understanding algorithms and Black Box AI
  • Practical introduction to AI/ML tools in Excel 

Data Mining and Data Exploration

  • Basics of Data Mining in finance and accounting using Excel
  • Data quality and the concept of “Garbage In, Garbage Out” (GIGO)
  • Tools for data exploration, including PivotTables and feature engineering 

Advanced Techniques: Anomaly Detection, Correlation Analysis, and NLP

  • Techniques for anomaly detection and correlation analysis in Excel
  • Introduction to Natural Language Processing (NLP) and tokenization
  • Applications of NLP in financial data analysis 

Predictive Analytics and Model Validation

  • Building simple predictive models using data mining techniques
  • Feature engineering and model validation in Excel
  • Practical examples and applications in accounting and finance 

The Trainer will walk through hands-on exercises to facilitate the application of knowledge acquired. Participants are encouraged to bring along their laptops pre-installed with Microsoft Excel 2021 or any later version.

This workshop qualifies for 7.0 CPE hours in Information Technology (Category 5).

Participant should bring along a laptop running Windows 11 with Microsoft Excel 2021 installed. You should be able to sign in to ChatGPT ( or other AI chatbot ) for selected exercises.

Where certain Excel add-ins cannot be installed due to corporate device restrictions, operating system constraints, or Excel version limitations, the instructor will provide live demonstrations of the relevant capabilities to ensure participants still gain an understanding of their use.

As part of our commitment towards minimizing carbon footprint and contributing to a healthier planet, we will only be issuing the soft copy of the training materials.

The training materials will be emailed to you 2 days before the workshop. Charging points are available in the training room to charge your digital device.

 

Finance and accounting professionals, including accountants, financial analysts, and managers, who want to enhance their data analysis, reporting, and automation capabilities using AI and VBA in Excel.

Dr Lim Thou Tin
Expert Speaker
Dr Lim Thou Tin

Dr. Lim is a business graduate from the NUS. He holds double masters in information systems and knowledge management with further postgraduate qualifications in systems analysis, intelligent systems, marketing, management consulting and training. He has a doctorate of business administration from Southern Cross University with research interests in information systems and business modelling. He is also a certified business intelligence professional with specialisation in business analytics.

Dr Lim’s work experience includes working in large Singapore companies to MNCs in senior corporate, IT and project management positions. As a management consultant and practitioner, he has facilitated organizational initiatives / projects over a span of more than 15 years in the region, including Australia, Singapore, Malaysia, Mauritius, China, India, Indonesia and Thailand.

Dr Lim continues to be involved in senior management education at local tertiary institutions, teaching information and accounting topics at degree and postgraduate level with research and publishing interests in knowledge management and business intelligence.

Next
The Accountant’s Role in Cyber Resilience: A Deeper Look at the Actionable Strategies & Ethical Considerations
thumbnail
Accounting, Auditing and Ethical Lessons from Recent Financial Scandals
23 July 2026
CPD Hours: 7
thumbnail
Navigating Boardroom Dynamics and Ethics: Conflict Resolution for Company Secretaries and Directors
28 July 2026
CPD Hours: 7
thumbnail
Using Copilot and AI in Audit Engagements
30 July 2026
CPD Hours: 3.5
thumbnail
Accounting Standards Updates 2026 ( 07/26 )
31 July 2026
CPD Hours: 7
thumbnail
Navigating AI Risks and the Ethical Imperatives
13 August 2026
CPD Hours: 7
thumbnail
Consolidation Accounting in Practice : Case Applications and Journal Entries ( 08/26 )
14 August 2026
CPD Hours: 7
thumbnail
A Deeper Look at the new FRS 118 – Presentation and Disclosure in Financial Statements ( 08/26 )
17 August 2026
CPD Hours: 7
thumbnail
Business Analytics & Reporting with Generative AI
18 August 2026
CPD Hours: 7
thumbnail
AI & Automation for Accountants : Bridging Accounting and Technology
21 August 2026
CPD Hours: 7
thumbnail
FRS Overview Part 1 : Applying the Essential Accounting Standards in Real Life
24 August 2026
CPD Hours: 7
thumbnail
GST Reporting 2026: Navigating Compliance in the Changing GST Landscape
25 August 2026
CPD Hours: 7
thumbnail
Accounting Standards Updates 2026
7 September 2026
CPD Hours: 7
thumbnail
Using AI in the Audit of Financial Statements
10 September 2026
CPD Hours: 7
thumbnail
Valuation for Financial Reporting: Impairment, Expected Credit Loss and Fair Value Measurement
11 September 2026
CPD Hours: 7
thumbnail
Applied AI for the Future-Ready Accounting & Finance Professionals and Business Managers
16 September 2026
CPD Hours: 7
thumbnail
Accounting, Auditing and Ethical Lessons from Recent Financial Scandals ( 09/26 )
17 September 2026
CPD Hours: 7
thumbnail
Corporate Tax 2026 : Navigating Recent Changes and Managing Compliance Requirements
18 September 2026
CPD Hours: 7
thumbnail
IRAS Audit Spotlight : GST Input Tax
22 September 2026
CPD Hours: 7
thumbnail
Managing Procurement, Contracting & Vendor Fraud Risks : Internal Audit Techniques, Red Flags & Real-World Lessons
25 September 2026
CPD Hours: 7
thumbnail
A Practical Guide to Withholding Tax in Singapore : Compliance, Challenges and Best Practices
15 October 2026
CPD Hours: 7
thumbnail
Vibe Coding for Accounting & Finance Professionals and Business Managers
21 October 2026
CPD Hours: 7
thumbnail
FRS Overview Part 2 : Applying the Essential Accounting Standards in Real Life
23 October 2026
CPD Hours: 7
thumbnail