Evaluating Machine Learning Models 2024 pdf epub mobi 電子書 下載


Evaluating Machine Learning Models

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Evaluating Machine Learning Models pdf epub mobi 著者簡介


Evaluating Machine Learning Models pdf epub mobi 圖書描述

Data science today is a lot like the Wild West: there’s endless opportunity and

excitement, but also a lot of chaos and confusion. If you’re new to data science and

applied machine learning, evaluating a machine-learning model can seem pretty overwhelming.

Now you have help. With this O’Reilly report, machine-learning expert Alice Zheng takes

you through the model evaluation basics.

In this overview, Zheng first introduces the machine-learning workflow, and then dives into

evaluation metrics and model selection. The latter half of the report focuses on

hyperparameter tuning and A/B testing, which may benefit more seasoned machine-learning

practitioners.

With this report, you will:

Learn the stages involved when developing a machine-learning model for use in a software

application

Understand the metrics used for supervised learning models, including classification,

regression, and ranking

Walk through evaluation mechanisms, such as hold?out validation, cross-validation, and

bootstrapping

Explore hyperparameter tuning in detail, and discover why it’s so difficult

Learn the pitfalls of A/B testing, and examine a promising alternative: multi-armed bandits

Get suggestions for further reading, as well as useful software packages

Alice Zheng is the Director of Data Science at Dato, a Seattle-based startup that offers

powerful large-scale machine learning and graph analytics tools. A tool builder and an

expert in machine-learning algorithms, her research spans software diagnosis, computer

network security, and social network analysis.

Evaluating Machine Learning Models 2024 pdf epub mobi 電子書 下載

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Evaluating Machine Learning Models 2024 pdf epub mobi 電子書 下載

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Evaluating Machine Learning Models 2024 pdf epub mobi 電子書 下載



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出版者:O'Reilly
作者:Alice Zheng
出品人:
頁數:45
譯者:
出版時間:2015-9
價格:0
裝幀:平裝
isbn號碼:9781491932469
叢書系列:

圖書標籤: 機器學習  數據挖掘  MachineLearning  SEA  Experimentation&CausalInference  Data_Science   


Evaluating Machine Learning Models 2024 pdf epub mobi 電子書 下載
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立刻按 ctrl+D收藏本頁
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Evaluating Machine Learning Models pdf epub mobi 用戶評價

評分

梳理瞭下機器學習模型評估的體係,比較基礎,但思路挺清晰。

評分

梳理瞭下機器學習模型評估的體係,比較基礎,但思路挺清晰。

評分

模型評估方麵還是講的不錯的,而且A/B testing方麵特彆有啓發。

評分

20171115:有關模型評估的小冊子,實用。1)工作流程分為原型階段與發布階段,原型階段需要對模型來驗證和離綫評估,發布階段需要在綫評估。離綫評估和在綫評估用的指標不一樣,當然數據集也不同。有可能存在分布漂移。2)迴歸指標評價。3)A/B測試。

評分

20171115:有關模型評估的小冊子,實用。1)工作流程分為原型階段與發布階段,原型階段需要對模型來驗證和離綫評估,發布階段需要在綫評估。離綫評估和在綫評估用的指標不一樣,當然數據集也不同。有可能存在分布漂移。2)迴歸指標評價。3)A/B測試。

Evaluating Machine Learning Models 2024 pdf epub mobi 電子書 下載


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