NagoyaStat #12 で使用した資料です(公開に当たって当日ホワイトボードに書いた内容等を補完したものになります)。
「StanとRでベイズ統計モデリング」の第9章前半になります。
第9章のテーマは行列やベクトルを使った演算の高速化です。
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The title of textbook is "Bayesian statistical modeling with Stan and R", and that of Chapter 9 in textbook is "advanced grammar" in English.
The document discusses the Optuna hyperparameter optimization framework, highlighting its features like define-by-run, pruning, and distributed optimization. It provides examples of successful applications in competitions and introduces the use of LightGBM hyperparameter tuning. Additionally, it outlines the installation procedure, key components of Optuna, and the introduction of the lightgbmtuner for automated optimization.
This document summarizes a presentation on offline reinforcement learning. It discusses how offline RL can learn from fixed datasets without further interaction with the environment, which allows for fully off-policy learning. However, offline RL faces challenges from distribution shift between the behavior policy that generated the data and the learned target policy. The document reviews several offline policy evaluation, policy gradient, and deep deterministic policy gradient methods, and also discusses using uncertainty and constraints to address distribution shift in offline deep reinforcement learning.
[Editage Seminar] Common language mistakes made by Japanese authors and essen...英文校正エディテージ
?
This document summarizes a presentation given by Yukti Bharwani on common mistakes made by Japanese authors when writing research papers in English for publication. The presentation covers mistakes made in various sections of research papers like titles, keywords, cover letters, introductions, methods, results, discussions, and references. It provides tips to avoid these mistakes by following best practices in scientific writing. The presentation emphasizes understanding the perspective of journal editors and peer reviewers as the main audience for the paper.
Checklist to avoid accidental plagiarism英文校正エディテージ
?
The document provides a 10-point checklist for avoiding accidental plagiarism when writing manuscripts. It advises acknowledging the works of others, using quotation marks for verbatim text, keeping verbatim text to a minimum, rewriting content from previous studies in one's own words, citing sources, mentioning if the paper was previously presented, following ideas from previous studies with one's own interpretation, using plagiarism detection software, and emphasizing novelty in the cover letter.
The document discusses the Optuna hyperparameter optimization framework, highlighting its features like define-by-run, pruning, and distributed optimization. It provides examples of successful applications in competitions and introduces the use of LightGBM hyperparameter tuning. Additionally, it outlines the installation procedure, key components of Optuna, and the introduction of the lightgbmtuner for automated optimization.
This document summarizes a presentation on offline reinforcement learning. It discusses how offline RL can learn from fixed datasets without further interaction with the environment, which allows for fully off-policy learning. However, offline RL faces challenges from distribution shift between the behavior policy that generated the data and the learned target policy. The document reviews several offline policy evaluation, policy gradient, and deep deterministic policy gradient methods, and also discusses using uncertainty and constraints to address distribution shift in offline deep reinforcement learning.
[Editage Seminar] Common language mistakes made by Japanese authors and essen...英文校正エディテージ
?
This document summarizes a presentation given by Yukti Bharwani on common mistakes made by Japanese authors when writing research papers in English for publication. The presentation covers mistakes made in various sections of research papers like titles, keywords, cover letters, introductions, methods, results, discussions, and references. It provides tips to avoid these mistakes by following best practices in scientific writing. The presentation emphasizes understanding the perspective of journal editors and peer reviewers as the main audience for the paper.
Checklist to avoid accidental plagiarism英文校正エディテージ
?
The document provides a 10-point checklist for avoiding accidental plagiarism when writing manuscripts. It advises acknowledging the works of others, using quotation marks for verbatim text, keeping verbatim text to a minimum, rewriting content from previous studies in one's own words, citing sources, mentioning if the paper was previously presented, following ideas from previous studies with one's own interpretation, using plagiarism detection software, and emphasizing novelty in the cover letter.
20. ジャーナルが论文をリジェクトする最も一般的な理由
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21. ジャーナルが论文をリジェクトする最も一般的な理由
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22. Connect
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