Evaluating Machine Learning Models pdf epub mobi txt 電子書 下載 2025


Evaluating Machine Learning Models

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Alice Zheng
O'Reilly
2015-9
45
0
平裝
9781491932469

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


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      发表于2025-04-11

      Evaluating Machine Learning Models epub 下載 mobi 下載 pdf 下載 txt 電子書 下載 2025

      Evaluating Machine Learning Models epub 下載 mobi 下載 pdf 下載 txt 電子書 下載 2025

      Evaluating Machine Learning Models pdf epub mobi txt 電子書 下載 2025



      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 下載 mobi epub pdf txt 電子書

      著者簡介


      圖書目錄


      Evaluating Machine Learning Models pdf epub mobi txt 電子書 下載
      想要找書就要到 小哈圖書下載中心
      立刻按 ctrl+D收藏本頁
      你會得到大驚喜!!

      用戶評價

      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

      實用~

      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

      實用~

      讀後感

      評分

      評分

      評分

      評分

      評分

      類似圖書 點擊查看全場最低價

      Evaluating Machine Learning Models pdf epub mobi txt 電子書 下載 2025


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