Bandit Algorithms for Website Optimization pdf epub mobi txt 電子書下載 2024

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John Myles White

O'Reilly Media

2013-1-3

USD 19.99

Paperback

9781449341336

圖書標籤: Algorithms 算法 Optimization Bandit Website 計算機科學計算機機器學習

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发表于2024-12-22

Bandit Algorithms for Website Optimization epub 下載 mobi 下載 pdf 下載 txt 電子書下載 2024

Bandit Algorithms for Website Optimization pdf epub mobi txt 電子書下載 2024

圖書描述

This book shows you how to run experiments on your website using A/B testing - and then takes you a huge step further by introducing you to bandit algorithms for website optimization. Author John Myles White shows you how this family of algorithms can help you boost website traffic, convert visitors to customers, and increase many other measures of success. This is the first developer-focused book on bandit algorithms, which have previously only been described in research papers. You'll learn about several simple algorithms you can deploy on your own websites to improve your business including the epsilon-greedy algorithm, the UCB algorithm and a contextual bandit algorithm. All of these algorithms are implemented in easy-to-follow Python code and be quickly adapted to your business's specific needs. You'll also learn about a framework for testing and debugging bandit algorithms using Monte Carlo simulations, a technique originally developed by nuclear physicists during World War II. Monte Carlo techniques allow you to decide whether A/B testing will work for your business needs or whether you need to deploy a more sophisticated bandits algorithm.

Bandit Algorithms for Website Optimization 下載 mobi epub pdf txt 電子書

著者簡介

圖書目錄

Bandit Algorithms for Website Optimization pdf epub mobi txt 電子書下載

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用戶評價

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初學入門4星，深入理解2星。Steven L. Scott的A modern Bayesian look at the mult-armed bandit可以參考著看。

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簡潔！

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多臂賭博機問題入門，容易上手，但都比較淺顯

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太水啦還給我講人生經驗

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pros:作為一個教材寫得很成功，循序漸進，從最初的問題開始，提齣解決方案，指齣不足，迭代齣新方案；解釋得很清晰。cons:沒有理論基礎；作者的Python代碼水平一般般

讀後感

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multiarmed bandit原本是从赌场中的多臂老虎机的场景中提取出来的数学模型。是无状态（无记忆）的reinforcement learning。目前应用在operation research，机器人，网站优化等领域。 arm：指的是老虎机（slot machine）的拉杆。 bandit：多个拉杆的集合，bandit = {arm1, ar...

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Bandit Algorithms for Website Optimization pdf epub mobi txt 電子書下載 2024