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日本代购-Python機械学習クックブック / 原タイトル:Machine Learning with Python Cookbook 原著第2版の翻訳[本/雑誌] / KyleGallatin/著 ChrisAlbon/著 中田秀基/訳
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日本代购-ご注文前に必ずご確認ください＜商品説明＞Pythonによる機械学習を行う上で、頻繁に遭遇すると思われる216の問題とその解決策を紹介します。データ構造、数値データ、カテゴリデータ、テキスト、画像、日時データの取り扱いといった基本から、特徴量抽出、次元削減、モデルの評価と選択、線形回帰、決定木、ランダムフォレスト、k‐最近傍法、SVM、ナイーブベイズ、クラスタリング、ニューラルネットワークまで幅広い内容をカバー。この改訂版では、最新のフレームワークに対応するとともに、ニューラルネットワーク関連の項目をPyTorchベースで大幅に増量。「やりたいこと」「困っていること」に答えてくれる一冊です。＜収録内容＞NumPyベクトル、行列、配列データのロードデータラングリング数値データの取り扱いカテゴリデータの取り扱いテキストの取り扱い日時データの取り扱い画像の取り扱い特徴量抽出による次元削減特徴量選択による次元削減モデルの評価モデル選択線形回帰決定木とフォレストk‐最近傍法ロジスティック回帰サポートベクタマシンナイーブベイズクラスタリングPyTorchのテンソルニュートラルネットワーク非構造化データ向けのニュートラルネットワーク訓練済みモデルのセーブとロード＜商品詳細＞商品番号：NEOBK-3005338KyleGallatin / Cho ChrisAlbon / Cho Nakata Hideki / Yaku / Python Kikai Gakushu Kukkubukku / Original Title: Machine Learning with Python Cookbook Gencho Dai2 Han No Honyakuメディア：本/雑誌重量：340g発売日：2024/08JAN：9784814400843Python機械学習クックブック / 原タイトル:Machine Learning with Python Cookbook 原著第2版の翻訳[本/雑誌] / KyleGallatin/著 ChrisAlbon/著 中田秀基/訳2024/08発売
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Process: 0.224s ( Load:0.010s Init:0.012s Exec:0.164s Template:0.038s ) | DB :22 queries 0 writes | Cache :5 gets 2 writes | UseMem:27,614 kb
页面Trace信息
当前页面 : /index.php/Rakuten/ShopView/id/neowing-r:15325854.html
请求方法 : GET
通信协议 : HTTP/1.1
请求时间 : 2025-08-15 04:15:19
用户代理 : Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)
会话ID : oeomarg5h20enhdpah506og4f0
运行数据 : Process: 0.224s ( Load:0.010s Init:0.012s Exec:0.164s Template:0.038s ) | DB :22 queries 0 writes | Cache :5 gets 2 writes | UseMem:27,614 kb
输出编码 :
加载类库 : 37
模板编译 : 重新编译
SQL记录 : 22条SQL
[ 25-08-15 04:15:20 ] RunTime:0.000470s SQL = SHOW COLUMNS FROM bio_yahooid
[ 25-08-15 04:15:20 ] RunTime:0.000759s SQL = SHOW COLUMNS FROM bio_agent
[ 25-08-15 04:15:20 ] RunTime:0.000277s SQL = SELECT * FROM bio_agent WHERE ( `isViews` = 1 ) AND ( `domain` LIKE '%test.ripai.com' )
[ 25-08-15 04:15:20 ] RunTime:0.000206s SQL = SELECT * FROM bio_agent WHERE ( `domain` = 'www.jp-daigou.com' )
[ 25-08-15 04:15:20 ] RunTime:0.000260s SQL = select * from bio_siteparams where FIND_IN_SET('081',AgentID)
[ 25-08-15 04:15:20 ] RunTime:0.000298s SQL = SHOW COLUMNS FROM bio_point
[ 25-08-15 04:15:20 ] RunTime:0.000950s SQL = SHOW COLUMNS FROM bio_user
[ 25-08-15 04:15:20 ] RunTime:0.000536s SQL = SELECT * FROM bio_goods WHERE `isView` = 1 and gType<=3 ORDER BY created DESC LIMIT 15
[ 25-08-15 04:15:20 ] RunTime:0.000448s SQL = SHOW COLUMNS FROM bio_syscolumn
[ 25-08-15 04:15:20 ] RunTime:0.000247s SQL = SELECT * FROM bio_syscolumn WHERE ( `column_leftid` = 17 ) AND ( `column_open` = 1 ) ORDER BY column_order asc
[ 25-08-15 04:15:20 ] RunTime:0.000370s SQL = SELECT * FROM bio_syscolumn WHERE ( `column_leftid` = '19' ) AND ( `column_open` = 1 ) ORDER BY column_order asc
[ 25-08-15 04:15:20 ] RunTime:0.000239s SQL = SELECT * FROM bio_syscolumn WHERE ( `column_leftid` = '89' ) AND ( `column_open` = 1 ) ORDER BY column_order asc
[ 25-08-15 04:15:20 ] RunTime:0.000303s SQL = SELECT * FROM bio_syscolumn WHERE ( `column_leftid` = '20' ) AND ( `column_open` = 1 ) ORDER BY column_order asc
[ 25-08-15 04:15:20 ] RunTime:0.000310s SQL = SELECT * FROM bio_syscolumn WHERE ( `column_leftid` = '18' ) AND ( `column_open` = 1 ) ORDER BY column_order asc
[ 25-08-15 04:15:21 ] RunTime:0.000680s SQL = SHOW COLUMNS FROM bio_rakutencategory
[ 25-08-15 04:15:21 ] RunTime:0.000268s SQL = SELECT * FROM bio_rakutencategory WHERE id=209118
[ 25-08-15 04:15:21 ] RunTime:0.000193s SQL = SELECT p.id,p.name_cn FROM bio_rakutencategory p LEFT JOIN bio_rakutencategory c on c.parentid=p.id WHERE c.id=209118
[ 25-08-15 04:15:21 ] RunTime:0.000185s SQL = SELECT p.id,p.name_cn FROM bio_rakutencategory p LEFT JOIN bio_rakutencategory c on c.parentid=p.id WHERE c.id=101287
[ 25-08-15 04:15:21 ] RunTime:0.000160s SQL = SELECT p.id,p.name_cn FROM bio_rakutencategory p LEFT JOIN bio_rakutencategory c on c.parentid=p.id WHERE c.id=200162
[ 25-08-15 04:15:21 ] RunTime:0.000201s SQL = SELECT * FROM bio_rakutencategory WHERE parentid=209118
[ 25-08-15 04:15:21 ] RunTime:0.000454s SQL = SHOW COLUMNS FROM bio_rate
[ 25-08-15 04:15:21 ] RunTime:0.000420s SQL = SELECT * FROM bio_rate WHERE ( `type` = 'RMB->JPY' ) ORDER BY date desc LIMIT 1
错误记录 : 102条错误
[ 25-08-15 04:15:20 ] 注意：[8] A session had already been started - ignoring session_start() App.class.php 第 115 行.
[ 25-08-15 04:15:20 ] 注意：[8192] Assigning the return value of new by reference is deprecated apiExecuter.php 第 253 行.
[ 25-08-15 04:15:20 ] 注意：[8192] Assigning the return value of new by reference is deprecated apiExecuter.php 第 284 行.
[ 25-08-15 04:15:20 ] 注意：[8192] Assigning the return value of new by reference is deprecated getApiData.php 第 125 行.
[ 25-08-15 04:15:20 ] 注意：[8192] Assigning the return value of new by reference is deprecated getApiData.php 第 134 行.
[ 25-08-15 04:15:20 ] 注意：[8192] Assigning the return value of new by reference is deprecated getApiData.php 第 499 行.
[ 25-08-15 04:15:20 ] 注意：[8192] Assigning the return value of new by reference is deprecated Request.php 第 412 行.
[ 25-08-15 04:15:20 ] 注意：[8192] Assigning the return value of new by reference is deprecated Request.php 第 736 行.
[ 25-08-15 04:15:20 ] 注意：[8192] Assigning the return value of new by reference is deprecated Request.php 第 749 行.
[ 25-08-15 04:15:20 ] 注意：[8192] Assigning the return value of new by reference is deprecated Request.php 第 794 行.
[ 25-08-15 04:15:20 ] 注意：[2048] Redefining already defined constructor for class Net_URL URL.php 第 122 行.
[ 25-08-15 04:15:20 ] 注意：[8192] Assigning the return value of new by reference is deprecated Unserializer.php 第 691 行.
[ 25-08-15 04:15:20 ] 注意：[8192] Assigning the return value of new by reference is deprecated Unserializer.php 第 693 行.
[ 25-08-15 04:15:20 ] 注意：[8192] Assigning the return value of new by reference is deprecated Unserializer.php 第 852 行.
[ 25-08-15 04:15:20 ] 注意：[2048] Redefining already defined constructor for class XML_Parser Parser.php 第 206 行.
[ 25-08-15 04:15:20 ] 注意：[8192] Assigning the return value of new by reference is deprecated Parser.php 第 576 行.
[ 25-08-15 04:15:20 ] 注意：[2048] Declaration of XML_Parser::raiseError() should be compatible with that of PEAR::raiseError() Parser.php 第 634 行.
[ 25-08-15 04:15:20 ] 注意：[8] Undefined index: openid BaseAction.class.php 第 72 行.
[ 25-08-15 04:15:20 ] 注意：[8] Undefined index: Debug BaseAction.class.php 第 174 行.
[ 25-08-15 04:15:20 ] 注意：[8] Undefined index: uid BaseAction.class.php 第 209 行.
[ 25-08-15 04:15:20 ] 注意：[8192] Assigning the return value of new by reference is deprecated Client.php 第 179 行.
[ 25-08-15 04:15:20 ] 注意：[8192] Assigning the return value of new by reference is deprecated Client.php 第 228 行.
[ 25-08-15 04:15:20 ] 注意：[8] Undefined variable: type_ BaseAction.class.php 第 649 行.
[ 25-08-15 04:15:20 ] 注意：[8] Undefined variable: type_ BaseAction.class.php 第 649 行.
[ 25-08-15 04:15:20 ] 注意：[8] Undefined offset: 11 BaseAction.class.php 第 349 行.
[ 25-08-15 04:15:20 ] 注意：[8] Undefined variable: type_ BaseAction.class.php 第 649 行.
[ 25-08-15 04:15:20 ] 注意：[8] Undefined variable: agentId common_inc.php 第 3135 行.
[ 25-08-15 04:15:20 ] 注意：[8] Undefined index: isDebugMe forbidcates.php 第 108 行.
[ 25-08-15 04:15:20 ] 注意：[2] shuffle() expects parameter 1 to be array, boolean given BaseAction.class.php 第 418 行.
[ 25-08-15 04:15:20 ] 注意：[8] Undefined property: RakutenApiExecuter::$ApiDataWorker RakutenApiExecuter.php 第 346 行.
[ 25-08-15 04:15:20 ] 注意：[8] Undefined index: appid getApiData.php 第 417 行.
[ 25-08-15 04:15:20 ] 注意：[8] Undefined index: isDebugMe getApiData.php 第 436 行.
[ 25-08-15 04:15:20 ] 注意：[8] Undefined index: isDebugMe getApiData.php 第 447 行.
[ 25-08-15 04:15:20 ] 注意：[8] Undefined index: isDebugYourMa getApiData.php 第 450 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: isDebugMe getApiData.php 第 468 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: isDebugMe getApiData.php 第 481 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: options Unserializer.php 第 448 行.
[ 25-08-15 04:15:21 ] 注意：[2048] Non-static method PEAR::isError() should not be called statically, assuming $this from incompatible context getApiData.php 第 503 行.
[ 25-08-15 04:15:21 ] 注意：[2048] Non-static method PEAR::isError() should not be called statically, assuming $this from incompatible context getApiData.php 第 509 行.
[ 25-08-15 04:15:21 ] 注意：[2048] Non-static method PEAR::isError() should not be called statically, assuming $this from incompatible context RakutenAction.class.php 第 595 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: isDebugMe RakutenAction.class.php 第 607 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: categoryPath RakutenCategoryGetter.class.php 第 55 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: _imgserver YahooAction.class.php 第 1014 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: _imgserver YahooAction.class.php 第 1014 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: descpre RakutenAction.class.php 第 645 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: type_ BaseAction.class.php 第 649 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: agentId common_inc.php 第 3135 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: isDebugMe forbidcates.php 第 108 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: type_ BaseAction.class.php 第 649 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: showmiddleOfIndex bf17f8f5a76a9d7e9186c4c573d8f8fc.php 第 2 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: parseStr TagLibCx.class.php 第 272 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: parseStr TagLibCx.class.php 第 272 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: parseStr TagLibCx.class.php 第 272 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: parseStr TagLibCx.class.php 第 272 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined offset: 0 ThinkTemplate.class.php 第 578 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined offset: 0 ThinkTemplate.class.php 第 578 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: meta_keyword 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 7 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: Act 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 42 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: U 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 59 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: Act 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 97 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: Act 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 121 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: keyword 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 134 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: Act 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 150 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: Act 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 201 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: category 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 278 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: so 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 280 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: dr 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 281 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: keyword 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 286 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: shopcode 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 296 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: minPrice 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 300 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: maxPrice 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 301 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: Act 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 453 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: category 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 454 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: so 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 456 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: dr 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 457 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: keyword 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 462 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: Act 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 463 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: Act 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 464 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: sellerID 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 476 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: store 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 486 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: store 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 489 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: store 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 492 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: item_status 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 503 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: item_status 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 506 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: item_status 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 509 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: wrappingicon 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 520 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: buynow 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 523 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: thumbnail 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 525 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: urlpre 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 536 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: chkjp 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 536 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: urlpre 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 536 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: chkjp 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 536 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: urlpre 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 536 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: chkjp 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 536 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: urlpre 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 536 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: chkjp 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 536 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: urlpre 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 536 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: chkjp 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 536 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: aucminprice 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 537 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined index: aucmaxprice 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 538 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: isindex 7e3578d85670e1bc8aad2b48d2c6a90d.php 第 577 行.
[ 25-08-15 04:15:21 ] 注意：[8] Undefined variable: url 97ae39e43927d85ac9989230a15609a2.php 第 4 行.