Facial Recognition and Biometric Identification: Secure Identity Solutions
A 10-day biometric identification course on facial recognition, fingerprints and other biometrics, accuracy, privacy, security and responsible use.
Course overview
Biometric systems now underpin national identity programmes, SIM registration, border control, banking onboarding, voter registration and law enforcement across Africa. They promise accuracy and convenience but raise real concerns about errors, bias, security and privacy. This biometric identification course gives practitioners a balanced, technical and legal understanding of how to deploy biometrics responsibly.
The first week covers the technology: biometric modalities including face, fingerprint, iris and voice; how facial recognition algorithms work; enrolment and data quality; biometric databases and matching; and measuring performance through false match and false non-match rates. The second week turns to deployment and governance: identity verification and access control, forensic use of biometrics, vulnerabilities and presentation attacks, privacy and data protection law, human rights and bias, standards and interoperability, procurement and vendor management, and communicating with the public. Case studies come from identity, financial services and law enforcement programmes.
Participants leave able to evaluate, specify and govern biometric systems that are accurate, secure and respectful of rights.
What you will be able to do
- Explain the main biometric modalities and how they work
- Describe how facial recognition systems match identities
- Measure biometric system performance and accuracy
- Design enrolment processes that ensure data quality
- Identify vulnerabilities, including presentation attacks
- Apply data protection and human rights requirements to biometrics
- Specify and procure biometric systems responsibly
- Communicate transparently about biometric programmes
Who should attend
For officials and professionals who plan, procure, operate or oversee biometric identity systems in government, finance and security.
- National identity and registration officials
- Immigration and border officers
- Law enforcement identification units
- Bank and telecom onboarding managers
- ICT and security managers
- Data protection officers
- Election management body staff
Course outline
Week 1
Day 1Biometrics Foundations
Topics
- What biometrics are
- Uses in Africa
- Identification and verification
- Modalities overview
- Benefits and concerns
- Stakeholders
Day 2Biometric Modalities
Topics
- Fingerprints
- Face
- Iris
- Voice
- Multimodal systems
- Choosing modalities
Day 3How Facial Recognition Works
Topics
- Face detection
- Feature extraction
- Matching algorithms
- One-to-one and one-to-many
- Image quality
- Live and recorded footage
Day 4Enrolment and Databases
Topics
- Enrolment processes
- Data quality
- Deduplication
- Database design
- Data retention
- Exception handling
Day 5Performance and Accuracy
Topics
- False match and non-match rates
- Thresholds
- Demographic differentials
- Testing and benchmarks
- Operational performance
- Reporting accuracy
Week 2
Day 6Security and Vulnerabilities
Topics
- Presentation attacks
- Liveness detection
- Template protection
- System security
- Insider threats
- Incident response
Day 7Privacy, Law and Rights
Topics
- Data protection law
- Consent and lawful basis
- Purpose limitation
- Surveillance concerns
- Bias and discrimination
- Oversight bodies
Day 8Forensic and Law Enforcement Use
Topics
- Forensic identification
- Investigative leads versus evidence
- Human review
- Court admissibility
- Policies for police use
- Accountability
Day 9Standards, Procurement and Vendors
Topics
- International standards
- Interoperability
- Vendor lock-in
- Procurement specifications
- Testing before acceptance
- Contract safeguards
Day 10Communication and Future Trends
Topics
- Public communication
- Building trust
- Grievance mechanisms
- Emerging technologies
- Ethical frameworks
- Action planning
Course outcome
Participants leave able to evaluate, specify and govern biometric systems that are accurate, secure and rights-respecting.
Dates & fees
Full training calendarFees are per participant in US dollars and cover tuition, course materials and your certificate. Travel and accommodation are not included.