Build a solid foundation in AML concepts, regulations, compliance workflows, and modern technologies used in financial crime prevention. A curated roadmap for students, finance professionals, compliance analysts, auditors, and developers who want to understand Anti-Money Laundering (AML), Know Your Customer (KYC), financial crime prevention, and compliance technologies.
I created this repository while learning about Anti-Money Laundering (AML) and financial crime compliance. Instead of keeping scattered notes, I wanted one place to organize the key concepts, learning resources, and topics that anyone new to AML can follow.
If you're a student, compliance professional, banking employee, finance graduate, or simply curious about how AML works, I hope you find this roadmap useful.
Note: This repository is for educational purposes only and should not be considered legal or regulatory advice.
Anti-Money Laundering (AML) refers to the laws, regulations, and internal controls that financial institutions use to detect and prevent money laundering and other financial crimes.
Banks, fintech companies, insurance firms, payment providers, and cryptocurrency exchanges all implement AML programmes to identify suspicious financial activities and comply with regulatory requirements.
I found it easier to learn AML by breaking it into small sections. AML Basics ↓ Financial Crime ↓ KYC ↓ Customer Due Diligence ↓ Risk Assessment ↓ Transaction Monitoring ↓ Sanctions Screening ↓ AML Investigations ↓ Regulatory Reporting ↓ AML Technology
Start here if you're completely new.
Topics to understand:
- What is Money Laundering?
- The three stages of money laundering
- Why AML regulations exist
- Financial crime vs fraud
- Roles of compliance teams
Goal
✔ Understand why AML is important before learning the technical processes.
Before a bank accepts a customer, it needs to verify who they are.
Learn about:
- Customer Identification
- Identity Verification
- Customer Risk Classification
- Beneficial Ownership
- Customer Onboarding
Questions to ask yourself:
- Why do banks collect identity documents?
- What makes one customer riskier than another?
After identifying the customer, financial institutions assess their risk.
Key concepts:
- Standard Due Diligence
- Simplified Due Diligence
- Enhanced Due Diligence (EDD)
- Ongoing monitoring
This is one of the most interesting parts of AML.
Monitoring systems continuously analyse customer transactions and generate alerts when unusual behaviour is detected.
Examples include:
- Large cash deposits
- Multiple small deposits
- Transfers to high-risk countries
- Sudden changes in transaction patterns
Before processing transactions, institutions check whether customers appear on sanctions or watch lists.
Learn about:
- Politically Exposed Persons (PEPs)
- International sanctions
- Watchlists
- Adverse media screening
When a monitoring system creates an alert, someone has to investigate it.
Typical investigation steps include:
- Review the alert
- Check customer history
- Analyse transaction patterns
- Gather supporting information
- Decide whether escalation is needed
Modern AML programmes rely heavily on technology.
Some areas worth exploring:
- SQL
- Excel
- Python
- Power BI
- Data Analytics
- Artificial Intelligence
- Machine Learning
- Graph Analytics
You don't need to learn everything at once—start with the basics and build gradually.
| Week | Focus |
|---|---|
| Week 1 | AML Fundamentals |
| Week 2 | KYC & Customer Onboarding |
| Week 3 | Customer Due Diligence |
| Week 4 | Transaction Monitoring |
| Week 5 | Sanctions Screening |
| Week 6 | Investigations |
| Week 7 | AML Technology |
| Week 8 | Review & Practice |
Some resources I've found useful while learning:
- Financial Action Task Force (FATF)
- Wolfsberg Group
- Financial Crimes Enforcement Network (FinCEN)
- European Banking Authority (EBA)
These organisations regularly publish guidance, reports, and best practices.
If you've found a useful AML resource, book, article, case study, or learning material, feel free to open an Issue or submit a Pull Request.
I'd love to make this repository more useful for everyone learning AML.
This repository is shared for educational purposes under the MIT License.
Anti-Money Laundering (AML) is more than just a regulatory requirement for banks. It brings together concepts from finance, accounting, compliance, risk management, technology, and data analysis. As financial regulations continue to evolve, AML has become an important area of knowledge for professionals working across the financial services industry.
This roadmap is intended for anyone who wants to build a solid understanding of AML, whether you're a student, a working professional, or someone exploring a career in financial compliance.
If you're studying finance, economics, business administration, or accounting, AML is a valuable subject that complements your academic knowledge. Understanding how financial institutions identify and manage financial crime provides practical insight into how compliance supports the global financial system.
Many learners researching finance courses eventually discover AML as a specialised area that combines financial knowledge with regulatory compliance. Building a foundation in both areas can be useful for careers in banking, auditing, financial services, and corporate governance.
AML is part of the daily operations of many financial institutions.
Professionals working in:
- Retail Banking
- Commercial Banking
- Investment Banking
- Payment Services
- Digital Banking
- FinTech
- Insurance
regularly work with processes such as:
- Customer onboarding
- Identity verification
- Know Your Customer (KYC)
- Customer Due Diligence (CDD)
- Transaction monitoring
- Sanctions screening
- Risk assessment
Learning how these processes work provides a better understanding of how organisations manage compliance and reduce financial crime risks.
Compliance teams are responsible for helping organisations meet legal and regulatory obligations.
Common areas of AML compliance include:
- Customer risk assessment
- Internal compliance controls
- Regulatory reporting
- Monitoring suspicious activities
- Reviewing financial transactions
- Policy implementation
Many professionals expand their knowledge through independent learning, professional certifications, or structured programmes such as an Anti Money Laundering course, depending on their role and jurisdiction.
Although accounting focuses primarily on financial reporting and auditing, AML introduces another important dimension—identifying financial crime risks.
Professionals often find AML concepts useful because they strengthen their understanding of:
- Internal controls
- Risk management
- Financial investigations
- Compliance reporting
- Regulatory frameworks
These skills are increasingly relevant in highly regulated industries.
Technology has become a major part of modern AML programmes.
Software developers and data professionals contribute by building systems for:
- Transaction monitoring
- Risk scoring
- Identity verification
- Customer screening
- Fraud detection
- Case management
- Compliance reporting
Understanding AML workflows helps technical teams design systems that are efficient, scalable, and aligned with regulatory requirements.
If you're interested in financial technology, AML provides an excellent opportunity to understand how software and compliance work together.
Many professionals enter AML from different backgrounds, including:
- Finance
- Accounting
- Banking
- Customer Service
- Operations
- Law
- Information Technology
- Business Administration
A structured learning path helps newcomers understand the fundamentals before moving into more advanced topics such as transaction monitoring, sanctions compliance, financial investigations, and risk management.
People exploring an AML often begin by learning the core concepts before deciding whether to pursue professional certifications or specialised compliance roles.
The goal of this repository is to organise AML learning into a practical roadmap.
Instead of searching through multiple books, articles, and regulatory publications, this repository brings together the core topics that every beginner should understand.
Topics covered include:
- AML Fundamentals
- Financial Crime
- Know Your Customer (KYC)
- Customer Due Diligence (CDD)
- Enhanced Due Diligence (EDD)
- Transaction Monitoring
- Sanctions Screening
- Risk Assessment
- AML Investigations
- Regulatory Reporting
- AML Technologies
This repository is designed to grow over time by adding:
- Learning notes
- Practical examples
- Diagrams
- Sample datasets
- SQL examples
- Python scripts
- Public AML resources
- Community contributions
Learning AML is an ongoing process because regulations, technologies, and financial crime methods continue to evolve.
Whether you're researching an Anti Money Laundering course in Dubai, the most valuable approach is to build a strong understanding of the underlying concepts first. Once you're comfortable with the fundamentals, you'll find it much easier to understand regulations, compliance frameworks, transaction monitoring systems, and modern AML technologies.
If you have suggestions or additional learning resources, feel free to contribute to this repository by opening an Issue or submitting a Pull Request.