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Embedding表示map f: X(高维) -> Y(低维),减小数据维度,方便计算+提高准确率. 参看Kaggle Learn:https://www.kaggle.com/learn/embeddings 官方DNN示例: user_id_input = keras.Input(shape=(1,), name='user_id') movie_id_input = keras.Input(shape=(1,), name='movie_id') user_embedded = kera…
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本文翻译自kaggle learn,也就是kaggle官方最快入门kaggle竞赛的教程,强调python编程实践和数学思想(而没有涉及数学细节),笔者在不影响算法和程序理解的基础上删除了一些不必要的废话,毕竟英文有的时候比较啰嗦. 一.决策树算法基本原理 背景:假设你的哥哥是一个投资房地产的大佬,投资地产赚了很多钱,你的哥哥准备和你合作,因为你拥有机器学习的知识可以帮助他预测房价.你去问你的哥哥他是如何预测房价的,他告诉你说他完全是依靠直觉,但是你经过调查研究发现他预测房价是根据房价以往的表现…
本文翻译自kaggle learn,也就是kaggle官方最快入门kaggle竞赛的教程,强调python编程实践和数学思想(而没有涉及数学细节),笔者在不影响算法和程序理解的基础上删除了一些不必要的废话,英文有的时候比较啰嗦. 一.什么是模型验证 模型验证在机器学习当中非常重要,因为有的时候拟合出来的模型误差非常大而自己却不知道,就会造成很大的失误.在kaggle竞赛入门(二)当中,我们利用决策树算法已经拟合出来了一个模型,那么如何去验证这个模型的准确性呢?那就是使用真实值和预测值的差值的绝对…
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Learn SQL Reporting on Windows Azure (9-Step Tutorial) 4 out of 4 rated this helpful - Rate this topic Learn how to create and deploy SQL reports on Windows Azure using Report Builder andAdventure Works for Azure sample data. Each step is clearly mar…
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Kaggle Competition Past Solutions We learn more from code, and from great code. Not necessarily always the 1st ranking solution, because we also learn what makes a stellar and just a good solution. I will post solutions I came upon so we can all lear…