modify: cleanup project structure and docs

config/settings.py

@@ -0,0 +1,21 @@
+from __future__ import annotations
+
+# Default configuration and feature flags
+
+# Forecasting
+ARIMA_P = range(0, 4)
+ARIMA_D = range(0, 2)
+ARIMA_Q = range(0, 4)
+
+DEFAULT_HORIZON_PREDICT = 30
+DEFAULT_HORIZON_EVAL = 14
+MIN_PRE_DAYS = 5
+MAX_PRE_DAYS = 120
+
+# Anomaly detection
+ANOMALY_N_ESTIMATORS = 50
+ANOMALY_CONTAMINATION = 0.10
+
+# Performance flags
+FAST_MODE = True
+