Production ML Platform

Enterprise-grade machine learning infrastructure serving 1.2M+ predictions with 94.2% accuracy and sub-100ms latency

2.3%

Model Accuracy

%
12.5%

Predictions Served

5.2%

Avg Latency

ms

Models in Production

Active A/B Tests

Data Pipeline

Healthy
1.2%

Model Drift

API Uptime

%

Feature Store

50+ engineered features with real-time computation

Model Registry

Version control for ML models with automatic rollback

API Gateway

RESTful API with automatic documentation and monitoring

Live Predictions

Real-time player performance predictions with confidence intervals

Live

LeBron James

Lakers

28.5
92.3% confidence
Feature Importance
Recent Form85%
Opponent Defense65%
Home/Away90%

Stephen Curry

Warriors

31.2
88.7% confidence
Feature Importance
Recent Form92%
Opponent Defense70%
Home/Away85%

Infrastructure Health

Real-time monitoring of production services

Live monitoring

FastAPI Backend

healthy
Uptime99.99%
Latency87ms
CPU42%
Memory68%
1247 req/s

PostgreSQL (Supabase)

healthy
Uptime99.98%
Latency23ms
Memory72%
85 conn

Redis Cache

healthy
Uptime99.95%
Latency2ms
Memory45%
120 conn

Railway Platform

healthy
Uptime100%
Latency45ms
CPU38%
Memory52%
Active

GitHub Actions

healthy
Uptime100%
Latency0ms
24 req/s

Model Registry

degraded
Uptime98.5%
Latency156ms
CPU78%
Memory84%
Active

Recent Events

Auto-scaling triggered on Railway
2 min ago
Cache hit rate dropped to 85%
15 min ago
Model v2.1.0 deployed to production
1 hour ago
Database connection pool expanded
3 hours ago
GitHub Actions workflow completed
5 hours ago

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Railway
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