『書き込み式Kaggle攻略法』Powered by GPT-4 Code Interpreter #Python

はじめに

いきなりですが、結論です。
『書き込み式Kaggle攻略法』という、Kaggleに取り組むにあたって、書き込みながらコンペティションの理解を深めていけるチェックリストを作りました。Word形式にしているので、PCはもちろん、印刷して直接書き込むこともできます。

『書き込み式Kaggle攻略法』のWordは、下記からダウンロードできます

『書き込み式Kaggle攻略法』（English）

Kaggle Competition Checklist Competition Overview ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Data Analysis ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Model Development ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Evaluation and Metrics ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Progress Tracking ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Challenges and Insights ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Key Learnings and Takeaways ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Schedule ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Key Metrics ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Related Competitions ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Data Overview ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Data Size and Format ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Submission Format ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Notable Discussions ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Notable Notebooks ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Data Cleaning and Preprocessing ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Feature Engineering ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Model Selection ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Hyperparameter Tuning ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Cross-validation Strategies ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Team Collaboration Strategy ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Resource Allocation ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Risk Assessment ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Backup Plans ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Literature Review ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Technology Stack ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Experiment Logging ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Result Analysis ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ Final Submission Preparation ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................

『書き込み式Kaggle攻略法』（日本語）

Kaggleコンペティションチェックリストコンペティション概要 ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ データ分析 ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ モデル開発 ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ 評価と指標 ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ 進捗追跡 ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ 課題と洞察 ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ 主要な学びと持ち帰りポイント ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ スケジュール ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ 重要な指標 ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ 関連するコンペティション ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ データ概要 ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ データのサイズとフォーマット ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ 提出形式 ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ 注目のディスカッション ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ 注目のノートブック ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ データのクリーニングと前処理 ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ 特徴量エンジニアリング ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ モデル選択 ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ハイパーパラメータチューニング ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ クロスバリデーション戦略 ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ チームコラボレーション戦略 ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ リソース配分 ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ リスク評価 ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ バックアッププラン ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ 文献レビュー ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ 技術スタック ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ 実験記録 ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ 結果分析 ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ 最終提出物の準備 ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................ ............................................................................................................

この記事のタイトルにPowered by GPT-4 Code Interpreterを入れた理由

この『書き込み式Kaggle攻略法』は、GPT-4 Code Interpreterによってほぼ生成させました。ChatGPTを用いることでテキスト生成ができることは広く知られていると思いますが、Code Interpreterによって任意のファイル形式で出力できることは、あまり知られていないと思ったので手順を簡単に説明したいと思います。

Code InterpreterによってWord形式で出力させる手順（『書き込み式Kaggle攻略法』を例に）

１次依頼

下記のようにやりたいことを箇条書きでまとめます。
出力形式を指定することでダウンロード可能な形で出力させることが可能です。
参考情報があれば添付します。

- 『書き込み式Kaggle攻略法』を作りたいです。 - Kaggleに取り組むにあたって、書き込みながらコンペの理解を深めていくチェックリストを作りたいです。 - フォーマットは添付のような感じでお願いします。 - Word形式でダウンロードしたいです。

ハイフン形式の箇条書きなど、マークダウン記法でプロンプトを書くとChatGPTに意図が伝わりやすいです

参考情報など例示を行うことで、フォーマットをソフトに指定することができます

n次依頼（nは2以上の整数）

出力に物足りなさを感じたので、追加の依頼を行ないます。
満足いくクオリティになるまでやり取りを繰り返します。

一度に全てを実現する神プロンプトを書くというよりは、対話を通して徐々に目標に近づいていくイメージです（いわゆるFew-shot Promptingです）

おわりに

この記事を書くにあたって、Few-shot Promptingなどのプロンプトエンジニアリングの技法をいくつか活用しました。ただ、これらの手法は専門的な表現に見えるかもしれませんが、実は多くの人が無意識のうちに使用していると思います。さらに、ChatGPTがWord形式など、様々なファイル形式で出力できることは、まだあまり知られていないようです。そこで、この点を記事の主題にしました。

また、『書き込み式Kaggle攻略法』は、実際にKaggleのコンペティションで役立つものになると思います。このチェックリストは基本的にはそのままで使える状態ですが、より効果的にするためには、ご自身で細かい調整を加えていただくことをお勧めします。

関連記事

https://qiita.com/Isaka-code/items/3935cdb2a0bda331e07c

『書き込み式Kaggle攻略法』Powered by GPT-4 Code Interpreter

はじめに

この記事のタイトルにPowered by GPT-4 Code Interpreterを入れた理由

Code InterpreterによってWord形式で出力させる手順（『書き込み式Kaggle攻略法』を例に）

１次依頼

n次依頼（nは2以上の整数）

おわりに

この記事のタイトルに`Powered by GPT-4 Code Interpreter`を入れた理由