> ML_ATLAS // REFERENCE_RECIPES_v2.1
Production Reference Recipes
Battle-tested architectural recipes connecting analytical tasks, heuristic baselines, hardware topologies, and regulatory safeguards.
SaaS Subscription Churn Prediction
Identify accounts at high risk of cancelling 60 days before contract renewal, enabling proactive CSM intervention.
Heuristic rule: Flag any account where primary admin login has been inactive for > 30 days.
Enterprise Technical Documentation RAG
Empower engineers and customer support agents to query internal runbooks and architecture docs with cited, verifiable answers.
Full-text keyword search (Elasticsearch / PostgreSQL BM25) returning top matching document snippets.
Industrial IoT Predictive Maintenance & Anomaly Detection
Detect early bearing wear and vibration anomalies on factory turbines 72 hours before catastrophic thermal seizure.
Static threshold alarm: Trigger alert when peak vibration amplitude exceeds 4.5 mm/s RMS.
Real-Time Financial Transaction Fraud Detection
Evaluate card payments and wire transactions for fraud probability under a target SLA of sub-10ms p99 latency, preventing financial loss while minimizing false declines.
Hardcoded rule engine: Flag transactions with amount > $5,000 or country mismatch between cardholder and merchant IP.
Hierarchical Retail Store-SKU Demand Forecasting
Forecast 14-day daily unit demand for 50,000 store-SKU combinations to optimize inventory replenishment and minimize stockouts.
Seasonal Moving Average: 4-week historical sales mean for the same day of the week.
Automated Optical Inspection (AOI) for Surface Defects
Segment and classify microscopic scratches, dents, and voids on manufactured PCB and metallic components at 60 parts per minute.
Computer vision morphological filter: Canny edge detector + contour thresholding flagging surface blobs.
Clinical Notes NER & HIPAA/KVKK De-identification
Extract medical conditions, dosages, and protect patient privacy by scrubbing names, dates, and locations from unstructured doctor notes with 99.5% entity recall under deterministic human supervision.
Regex pattern matching: Comprehensive regular expressions scanning for SSN, phone numbers, Turkish TC Kimlik, and date formats.
Real-Time E-Commerce Session & Next-Item Recommendation
Recommend personalized related products based on in-session click sequences in < 15ms, boosting cart additions and cross-sell revenue while maintaining strict user privacy boundaries.
Category bestsellers: Display top 10 most purchased items in the currently viewed category over the past 7 days.