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Portfolio-grade briefs
Project lab
Every program is built around projects. These are the briefs from our curricula; learner showcases will appear alongside them, with permission, once cohorts complete.
Projects
32 projects
Cited policy assistant
Answer employee questions from a 300-page handbook, with citations and refusal when unsure.
Ticket triage service
Classify and route inbound support messages into validated JSON with an eval suite guarding quality.
Invoice extraction pipeline
Pull line items from scanned invoices with a vision-language model and confidence-based human review.
Research analyst agent
Gather sources, take notes and draft a cited brief, with memory that survives restarts.
Operations co-pilot
Triage incidents by reading logs and proposing remediation that a human approves.
Agent red-team report
Find and fix prompt-injection and permission flaws in a deployed agent.
Churn prediction with cost-aware thresholds
Predict cancellations and pick a decision threshold from the real cost of outreach.
Customer segmentation
Cluster behaviour data and validate segments against business outcomes.
Deployed recommender
Serve a ranking model behind an API and track drift.
A small GPT from scratch
Implement and train a decoder-only transformer and study how it scales.
Label-efficient image classifier
Use self-supervised pretraining to reach strong accuracy with 5% of labels.
Paper reproduction
Reproduce a published result, run ablations and report what holds up.
Gated model release
A CI pipeline that trains, tests and only promotes models that beat production.
Drift alarm
Monitor live predictions and alert when input distributions shift.
Cost-aware LLM gateway
Route requests across models with caching and per-team budgets.
Engineering docs assistant
Answer questions across wikis and code with citations and freshness.
Permission-aware search
Ensure users only retrieve documents they can open.
Defect inspection
Flag manufacturing defects with a confidence threshold tuned for recall.
Traffic analytics
Track and count vehicles from video with an events dashboard.
Internal LLM gateway
Architecture for routing, caching, quotas and audit across teams.
Governed AI platform
A multi-year platform design with controls mapped to governance requirements.
Marketing experiment readout
Decide whether a campaign changed conversion, with the right test and caveats.
Loan default model
Predict default risk and explain drivers to a credit committee.
Demand forecast
Forecast weekly product demand with backtested accuracy.
Pricing effect study
Estimate the causal effect of a price change using observational sales data.
Staff scheduling optimiser
Turn demand forecasts into an optimal rota under labour constraints.
Personalised offers with bandits
Allocate offers adaptively while measuring lift.
Warehouse from scratch
Model, load and test an analytics warehouse with documentation.
Clickstream at scale
Sessionise hundreds of millions of events with Spark.
Real-time order platform
Stream orders into a lakehouse with live dashboards.
Sales performance suite
A secured Power BI report with drill-downs by region and rep.
Funnel diagnosis
Find where and why users drop out of a sign-up funnel.