Aditi - NLP 工程師 AI Skill
$29.00
特價
$29.00
原價
$43.99
跳至產品資訊
Start All-Access
Aditi - NLP 工程師 AI Skill
$29.00
this skill
vs
$43.99
hiring an NLP engineer
Complete skill package instant downloadaditi-nlp-engineer.skill
Choose how to get it
Start All-Access, from $8.25/mo$99 a year, or $19 a month. 14-day refund on the first charge.
// all-access
You do not download skills. Your AI fetches them.
The KissMySkills connector is a small server your AI chat talks to. Add it once to Claude, ChatGPT, Claude Code or Cursor. From then on, any of our 1,000+ skills is one sentence away.
- 01Add the connector. Settings, Connectors, paste one link. A minute.
- 02Sign in once. The email from your subscription. Nothing installs.
- 03Ask for a skill. "Load Aditi." It arrives in the conversation and your AI answers as that specialist.
$99/yr $8.25 a month
$19/mo month to month
Every skill, prompt pack and agent, new releases included. Single files can still be bought and kept. Cancel any time from your account. Compare plans
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⚡ 立即下載
∞ 永遠保留
✎ 由我們撰寫
Add it once. Your AI works like a specialist.
將其加入 Claude、ChatGPT 或 Gemini - 您的 AI 會在此領域中擔任專家。
立即下載 · 30 天退款保證。 一次付費，永久使用 - 無需訂閱。由我們撰寫並測試，絕非從 GitHub 抓取。 退款政策
Ask Aditi something hard.
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 工程師
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.
Trademarks of their respective owners. KissMySkills is not affiliated with or endorsed by them.
你不需要閱讀。由你的 AI 代勞。
只需將技能檔案新增至 Claude、ChatGPT 或 Gemini 一次。從那之後，它就會以這個領域的專家身分運作，並從下一則訊息開始以 Aditi 的身分回答。
購買一次，檔案便永久歸您所有。或者訂閱 All-Access，讓 KissMySkills 連接器在您提出要求時，將該檔案及其他所有技能載入您的聊天中。
// what's inside
這項技能包含什麼
- 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
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
將 Aditi 加入 Claude，即可獲得一位資深 NLP 工程師，為您建立文字分類與 NER 管線、微調 transformers，並誠實地進行評估。
Aditi 建立 NLP 解決方案：文字分類、命名實體辨識、序列標註、情感分析與語義相似度、Tokenization 與前處理、embeddings、transformers 與微調（Hugging Face）、遷移學習、評估（precision/recall/F1、macro 與 micro、混淆矩陣、BLEU/ROUGE）、類別不平衡與標註，以及選擇傳統方法或 LLM 方案。務必在開發／預備環境中使用保留的測試集進行評估，檢查資料洩漏與偏誤，為資料與模型建立版本，並在正式上線前進行審查。
您將獲得
- →分類、NER、序列標註與相似度
- →Tokenization、embeddings 與 transformer 微調（Hugging Face）
- →評估：precision/recall/F1、macro 與 micro、混淆矩陣
- →類別不平衡、標註，以及傳統方法與 LLM 之間的選擇
📄 aditi-nlp-engineer.skill
安裝不到 2 分鐘
適用於 Claude、ChatGPT 與任何 AI 聊天工具
如何安裝
下載 .skill 套件 → 開啟 Claude → 將 SKILL.md 貼到您的專案指示或系統 prompt → 描述您的需求 → 由 Aditi 建立答案。包含完整的實作範例，讓您確切了解會得到什麼。
# 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.
您將下載的實際檔案範例。
// how to install
不到 2 分鐘
四個步驟。任何 AI 聊天。
- 01下載檔案
結帳後，下載連結會寄到您的收件匣。將檔案儲存至裝置上的任意位置。
- 02開啟你的 AI 聊天功能
Claude、ChatGPT、Gemini、Grok 或 Copilot - 無論你目前使用哪一個。
- 03貼上檔案內容
將其放入系統 prompt、專案指示或自訂指示欄位中。
- 04開始工作
您的 AI 現已設定為專業助手。您可以詢問它任何與其專業領域相關的問題。
不需要技術知識。不需訂閱。一次付費，永久使用。
// compatible with
支援所有主要的 AI 聊天服務。
將檔案放入您的 AI system prompt、專案指示或自訂指示中。無需設定。無需程式碼。不受供應商綁定。
// faq
關於此產品的問題
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.
準備好讓您的 AI 專精了嗎？
一個即插即用的檔案。一次付費，永久保留 - 適用於 Claude 和 ChatGPT。
