pkboost 2.2.0

Shannon-guided gradient boosting for extreme class imbalance with adaptive drift detection. Outperforms XGBoost/LightGBM on imbalanced data.
Documentation
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e1abd3e5-8fdc-4262-9b25-610033d41d36",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pkboost in c:\\users\\pushp\\appdata\\local\\programs\\python\\python314\\lib\\site-packages (2.1.0)\n",
      "Requirement already satisfied: numpy>=1.24.0 in c:\\users\\pushp\\appdata\\local\\programs\\python\\python314\\lib\\site-packages (from pkboost) (2.4.0)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring invalid distribution ~kboost (C:\\Users\\pushp\\AppData\\Local\\Programs\\Python\\Python314\\Lib\\site-packages)\n",
      "WARNING: Ignoring invalid distribution ~kboost (C:\\Users\\pushp\\AppData\\Local\\Programs\\Python\\Python314\\Lib\\site-packages)\n",
      "WARNING: Ignoring invalid distribution ~kboost (C:\\Users\\pushp\\AppData\\Local\\Programs\\Python\\Python314\\Lib\\site-packages)\n"
     ]
    }
   ],
   "source": [
    "!pip install pkboost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2fc90a9f-277f-42b8-b04d-182d0da1541c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.14.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}