SQL for Analysts: IR Datasets
Write 10 SQL exercises on click logs, queries, sessions, and dwell time. Include expected outputs and hints.
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Product Sense for IR Students
Given a student search app, define north-star metric, guardrails (latency, safety), and quarterly roadmap with bets and risks.
Adversarial ML Primer (Postdoc)
Summarize poisoning/evasion threats to IR/LLM systems. Provide a lab with simple attacks and defenses and a measurement plan.
DFIR Triage Guide (College/Grad)
Create a DFIR quick-start: acquiring volatile data, timeline analysis, and basic malware triage with YARA. Provide a report template.
Research Methods: A/B Testing Basics
Explain A/B testing for product/MBA students: power, sample size, and p-hacking pitfalls. Provide a template analysis.
Career Map: Cyber Security Roles
Map roles (SOC, DFIR, GRC, AppSec, Red/Blue/Purple). Provide starter certs, portfolio tips, and interview question bank for HS→PhD.
Algorithmic Bias Clinic (IR/MBA)
Run a bias assessment on search ranking: define fairness metrics, measure on subsets, and propose mitigations and business impact.
Privacy by Design Checklist (IR/Cyber)
Provide a checklist for IR and cyber projects: minimize PII, consent logging, deletion tooling, and redaction for storage.
Marketing Analytics Mini-Lab
Analyze a funnel dataset: compute conversion, churn, and cohort retention. Produce executive takeaways and test ideas.
Case Interview Drill (MBA/College)
Simulate a case: profitability decline. Provide clarifying questions, issue tree, and a math segment with solution path.
MBA Strategy: Five Forces in Tech
Apply Five Forces to a platform company. Explain supplier power (chips/cloud), buyer power (developers), and moat levers. Output a one-pager.
Capstone: Build a Search API
Specify endpoints for query, suggestion, and feedback. Include schema examples, rate limits, and offline evaluation hooks.