config.py

from pathlib import Path

# ── Paths ─────────────────────────────────────────────────────────────────────
DATA_PATH  = Path("S:/AI_development/projects/RL/bank-full.csv")
OUTPUT_DIR = Path("S:/AI_development/projects/RL/outputs")

# ── Columns ───────────────────────────────────────────────────────────────────
NUMERIC_COLS = ["age", "balance", "day", "duration", "campaign", "pdays", "previous"]

# ── Global seed ───────────────────────────────────────────────────────────────
SEED = 42

# ── Pipeline 1 hyperparameters ────────────────────────────────────────────────
MCAR_RATE       = 0.20          # fraction of values blanked per column

RL_IMP = dict(
    n_states      = 12,
    n_episodes    = 400,
    alpha         = 0.15,
    gamma         = 0.90,
    epsilon_start = 0.40,
    epsilon_end   = 0.05,
    knn_k         = 5,
)

# ── Pipeline 2 hyperparameters ────────────────────────────────────────────────
RL_SHAPER = dict(
    n_iterations  = 60,
    alpha         = 0.04,
    decay         = 0.05,
    weight_floor  = 0.05,
)