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Course Outline
LangGraph Fundamentals for Finance
- Refresher on LangGraph architecture and stateful execution.
- Finance use cases: research copilots, trade support, customer service agents.
- Regulatory constraints and auditability considerations.
Financial Data Standards and Ontologies
- ISO 20022, FpML, and FIX basics.
- Mapping schemas and ontologies into graph state.
- Data quality, lineage, and PII handling.
Workflow Orchestration for Financial Processes
- KYC and AML onboarding workflows.
- Trade lifecycle, exceptions, and case management.
- Credit adjudication and decisioning paths.
Compliance, Risk, and Controls
- Policy enforcement and model risk management.
- Guardrails, approvals, and human-in-the-loop steps.
- Audit trails, retention, and explainability.
Integration and Deployment
- Connecting to core systems, data lakes, and APIs.
- Containerization, secrets, and environment management.
- CI/CD pipelines, staged rollouts, and canaries.
Observability and Performance
- Structured logs, metrics, traces, and cost monitoring.
- Load testing, SLOs, and error budgets.
- Incident response, rollback, and resilience patterns.
Quality, Evaluation, and Safety
- Unit, scenario, and automated eval harnesses.
- Red teaming, adversarial prompts, and safety checks.
- Dataset curation, drift monitoring, and continuous improvement.
Summary and Next Steps
Requirements
- An understanding of Python and LLM application development
- Experience with APIs, containers, or cloud services
- Basic familiarity with financial domains or data models
Audience
- Domain technologists
- Solution architects
- Consultants building LLM agents in regulated industries
35 Hours
Delivery Options
Private Group Training
Our identity is rooted in delivering exactly what our clients need.
- Pre-course call with your trainer
- Customisation of the learning experience to achieve your goals -
- Bespoke outlines
- Practical hands-on exercises containing data / scenarios recognisable to the learners
- Training scheduled on a date of your choice
- Delivered online, onsite/classroom or hybrid by experts sharing real world experience
Private Group Prices RRP from €11400 online delivery, based on a group of 2 delegates, €3600 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.
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Public Training
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Testimonials (1)
I very much appreciated the way the trainer presented everything. I understood everything even if Finance is not my area, he made sure that every participant was on the same page, while keeping up with the time left. The exercises were placed at good intervals. Communication with the participants was always there. The material was perfect, not too much, not too little. He elaborated very well on a bit more complicated subjects so that it can be understood by everyone.
