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ishideo 2023/09/10
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100+ Best Free Data Science Books For Beginners And Experts
100+ Best Free Data Science Books For Beginners And Experts (Updated For 2024) In the previous post, weâ€™ve covered 100+ Free Machine Learning and Artificial Intelligence Books. If you havenâ€™t checked make sure you spend 2 minutes after checking this post. In this post, Youâ€™ll see 100+ free data science books for beginners, intermediate, and experts. The eBooks are updated in 2024 and available in
ishideo 2023/01/12
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Interpretable Machine Learning
Interpretable Machine Learning A Guide for Making Black Box Models Explainable Christoph Molnar 2023-08-21 Summary Machine learning has great potential for improving products, processes and research. But computers usually do not explain their predictions which is a barrier to the adoption of machine learning. This book is about making machine learning models and their decisions interpretable. Afte
ishideo 2022/09/05
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Interpretable Machine Learning
Interpretable Machine Learning A Guide for Making Black Box Models Explainable. Christoph Molnar 2021-05-31 è¦ç´„ æ©Ÿæ¢°å¦ç¿’ã¯ã€è£½å“ã‚„å‡¦ç†ã€ç ”ç©¶ã‚’æ”¹å–„ã™ã‚‹ãŸã‚ã®å¤§ããªå¯èƒ½æ€§ã‚’ç§˜ã‚ã¦ã„ã¾ã™ã€‚ ã—ã‹ã—ã€ã‚³ãƒ³ãƒ”ãƒ¥ãƒ¼ã‚¿ã¯é€šå¸¸ã€äºˆæ¸¬ã®èª¬æ˜Žã‚’ã—ã¾ã›ã‚“ã€‚ã“ã‚ŒãŒæ©Ÿæ¢°å¦ç¿’ã‚’æŽ¡ç”¨ã™ã‚‹éšœå£ã¨ãªã£ã¦ã„ã¾ã™ã€‚ æœ¬æ›¸ã¯ã€æ©Ÿæ¢°å¦ç¿’ãƒ¢ãƒ‡ãƒ«ã‚„ã€ãã®åˆ¤æ–ã‚’è§£é‡ˆå¯èƒ½ãªã‚‚ã®ã«ã™ã‚‹ã“ã¨ã«ã¤ã„ã¦æ›¸ã‹ã‚Œã¦ã„ã¾ã™ã€‚ è§£é‡ˆå¯èƒ½æ€§ã¨ã¯ä½•ã‹ã‚’èª¬æ˜Žã—ãŸå¾Œã€æ±ºå®šæœ¨ã€æ±ºå®šè¦å‰‡ã€ç·šå½¢å›žå¸°ãªã©ã®å˜ç´”ã§è§£é‡ˆå¯èƒ½ãªãƒ¢ãƒ‡ãƒ«ã«ã¤ã„ã¦å¦ã³ã¾ã™ã€‚ ãã®å¾Œã®ç« ã§ã¯ã€ç‰¹å¾´é‡ã®é‡è¦åº¦ (feature importance)ã‚„ALE(accumulated local effects)ã‚„ã€å€‹ã€…ã®äºˆæ¸¬ã‚’èª¬æ˜Žã™ã‚‹LIMEã‚„ã‚·ãƒ£ãƒ¼ãƒ—ãƒ¬ã‚¤å€¤ã®ã‚ˆã†ãªãƒ¢ãƒ‡ãƒ«ã«éžä¾å˜ãªæ‰‹æ³•(mo
ishideo 2022/09/05
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GitHub - kjhealy/socviz: Support files for a data visualization course and book
ishideo 2022/08/25
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Data Visualization
Published by Princeton University Press. Incomplete draft. This version: 2018-04-25. Buy from Amazon Buy from Powell's Buy from the Publisher â€œFinally! A data visualization guide that is simultaneously practical and elegant. Healy combines the beauty and insight of Tufte with the concrete helpfulness of Stack Exchange. Data Visualization is brimming with insights into how quantitative analysts can
ishideo 2022/08/25
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ishideo 2021/04/09
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GitHub - medical-stats-book/python-medical-stats-book-1: The final version of articles, data and codes for publishing.
ishideo 2020/10/30
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ã‚¿ãƒ€ã§å¦ã¹ã‚‹ãƒ‡ãƒ¼ã‚¿ã‚µã‚¤ã‚¨ãƒ³ã‚¹åè‘—5å†Š ã€æ—¥æœ¬æ›¸ã¯é«˜é¡ã§ã‚‚è‹±èªžãŒã§ãã‚Œã°æ€–ããªã„ã€‘ - Qiita
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ishideo 2020/05/29
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Python Data Science Handbook | Python Data Science Handbook
This website contains the full text of the Python Data Science Handbook by Jake VanderPlas; the content is available on GitHub in the form of Jupyter notebooks. The text is released under the CC-BY-NC-ND license, and code is released under the MIT license. If you find this content useful, please consider supporting the work by buying the book!
ishideo 2017/09/13
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