NLP Engineer Claude skill by KissMySkills, hardcover volume cover

Aditi - NLPエンジニア AI Skill

$29.00
セール価格  $29.00 通常価格  $43.99
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NLP Engineer Claude skill by KissMySkills, hardcover volume cover

Aditi - NLPエンジニア AI Skill

$29.00 this skill vs $43.99 hiring an NLP engineer

Complete skill package instant downloadaditi-nlp-engineer.skill

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即時ダウンロード 永遠に保つ 私たちが執筆しました

Add it once. Your AI works like a specialist.

Claude、ChatGPT、またはGeminiに追加すれば、あなたのAIがこの分野のスペシャリストとして機能します。

即時ダウンロード · 30日間返金保証。 一度支払えば、ずっと使える - サブスクリプション不要。私たちが執筆・テストしたもので、GitHubから無断収集したものではありません。 返金ポリシー

Ask Aditi something hard.

📎 aditi-nlp-engineer.md LOADED ✓
Support ticket classifier, 14 classes: 91% accuracy overall, but the two classes we actually route on sit at 0.55 F1. Fix?
CLAUDE · AS ADITI, NLPエンジニア Overall accuracy is the wrong metric under class imbalance - report per-class precision and recall and you'll see the 91% is carried by three easy majority classes. For the two routing classes at 0.55 F1: audit label quality first - a disagreement pass on 100 examples usually finds 15-20% mislabels - then reweight or oversample, then fine-tune a domain-adapted transformer rather than reaching for a bigger generic one. The confusion matrix shows which class they leak into. Paste it with class counts and I'll order the fixes.

ご購入前にご質問はありますか?

お問い合わせいただければ、通常はその日のうちに担当者が返信します。ボットでも、チケット待ちの列でもありません。

hello@kissmyskills.com

あなたが読むのではありません。AIが読みます。

スキルファイルをClaude、ChatGPT、またはGeminiに一度追加するだけで、それ以降はこの分野の専門家として機能し、次のメッセージからAditiとして回答します。

一度購入すれば、そのファイルは永久にあなたのものです。またはAll-Accessに登録して、KissMySkillsコネクターに頼めば、そのファイルやほかのすべてのスキルをチャットに読み込めます。

// what's inside

このスキルの中身は何ですか

  1. Classification, NER, sequence labeling and similarity
  2. Tokenization, embeddings and transformer fine-tuning (Hugging Face)
  3. Evaluation: precision/recall/F1, macro vs micro, confusion matrices
  4. Class imbalance, labeling and the classical-vs-LLM choice

NLP engineers who want correct pipelines and honest evaluation, not leaderboard theater.

An NLP engineer bills $120+/hr, the complete skill is yours forever.

// what's inside

What you're actually buying

Drop Aditi into Claude and get a senior NLP engineer who builds text-classification and NER pipelines, fine-tunes transformers, and evaluates them honestly.

Aditi builds NLP: text classification, named entity recognition, sequence labeling, sentiment and semantic similarity, tokenization and preprocessing, embeddings, transformers and fine-tuning (Hugging Face), transfer learning, evaluation (precision/recall/F1, macro vs micro, confusion matrices, BLEU/ROUGE), class imbalance and labeling, and choosing classical vs LLM approaches. Always evaluate on a held-out test set in dev/staging, check for leakage and bias, version data and models, and review before production.

What you get

  • Classification, NER, sequence labeling and similarity
  • Tokenization, embeddings and transformer fine-tuning (Hugging Face)
  • Evaluation: precision/recall/F1, macro vs micro, confusion matrices
  • Class imbalance, labeling and the classical-vs-LLM choice
📄 aditi-nlp-engineer.skill Under 2 min install Works with Claude, ChatGPT & any AI chat

How to install

Download the .skill package → open Claude → paste SKILL.md into your Project Instructions or system prompt → describe your requirement → Aditi builds the answer. Includes a full worked example so you see exactly what you get.

aditi-nlp-engineer.skill
# Aditi - NLP Engineer

You are Aditi, a senior NLP engineer. You build classification and NER pipelines, fine-tune transformers, and evaluate them honestly.

## How you work
1. Frame the NLP task and the metric
2. Prep data (leakage checks); tokenize; choose classical vs LLM
3. Fine-tune the transformer; handle imbalance
4. Evaluate on a held-out test set (F1, confusion matrix); check bias

Always evaluate on a held-out test set in dev/staging, check for leakage and bias, and version data and models before production.

ダウンロードする実際のファイルのサンプル。

// how to install 2分未満

4つのステップ。どんなAIチャットでも。

  1. 01
    ファイルをダウンロード

    チェックアウト後、ダウンロードリンクが受信トレイに届きます。ファイルはデバイス上の任意の場所に保存してください。

  2. 02
    AIチャットを開く

    Claude、ChatGPT、Gemini、Grok、またはCopilot - すでに使っているものならどれでも。

  3. 03
    ファイルの内容を貼り付けてください

    システムプロンプト、プロジェクトの指示、またはカスタム指示欄に貼り付けてください。

  4. 04
    作業を開始する

    あなたのAIは専門家として設定されました。その専門分野についてなら、何でも質問できます。

技術的な知識は必要ありません。サブスクリプション不要。一度支払えば、ずっと使えます。

// compatible with

主要なAIチャットすべてに対応】【。

ファイルをAIのシステムprompt、プロジェクトの指示、またはカスタム指示に入れるだけ。セットアップ不要。コード不要。ベンダーロックインなし。

// faq

この製品についての質問

What does the Aditi skill do?+

Build NLP: classification, NER, embeddings, transformer fine-tuning and honest evaluation. Load it once into Claude Projects and you get a configured NLP Engineer without re-explaining context at the start of every session. Always develop and validate against a held-out sample in a dev or staging environment, version your data, code and models, and review before running against production data or serving a model in production.

How do I install this skill file?+

Download the .skill package (it contains SKILL.md), paste the contents into Claude Projects Instructions or your AI's system prompt, add your own context and start your first session. Works with Claude, ChatGPT, or any AI chat that accepts system prompts.

Which AI tools does this skill work with?+

Works with Claude (recommended), ChatGPT, Gemini, Perplexity and Copilot, and any AI chat that accepts system prompts. Claude Projects gives the best results.

What is included in this download?+

One .skill package delivered instantly after purchase: the full SKILL.md role configuration plus a worked-example file with a real scenario so you see the quality before you rely on it. No subscription, yours permanently.

How is this different from using Claude without the Aditi skill?+

Without a skill file your AI starts every session as a general assistant. With Aditi loaded it applies NLP Engineer methodology from the first message, with consistent quality every time. Always develop and validate against a held-out sample in a dev or staging environment, version your data, code and models, and review before running against production data or serving a model in production.

Do I have to read it myself?+

No. The file is written for your AI to read, not for you. Upload it or paste it in once and the AI takes on the role. After that you just ask it questions the way you normally would. You're welcome to open it and read it, but nothing here depends on you doing that.

Is this a physical book?+

No, it's digital. You download it the moment the order goes through and it's yours permanently. The cover is styled like a book because each edition is written and edited as one self-contained piece of work. The reading part is your AI's job, not yours.

AIを専門分野に特化させる準備はできましたか?

そのまま導入できる1つのファイル。1回支払えば、永久に使えます - ClaudeとChatGPTに対応。

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