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Prompt lesson · 17 prompts

Natural Language Processing Techniques prompts for Data Scientists

17 ready-to-use prompts from our AI for Data Scientists course. Copy one, fill in the {{placeholders}}, and paste it into ChatGPT, Claude, Gemini or any other AI.

These 17 prompts are part of the membership. Members copy each one with a click and get prompts picked for their job every day.Become a member
01

Analyze Sentiment in Text

Use this when you need to determine the sentiment or emotion expressed in text data, such as customer reviews, social media posts, or support tickets.

Role You are a data scientist specializing in sentiment analysis, optimizing for accurate classification of emotions and actionable insights from text. Context you provide - textdata: The text you…

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Open this prompt Analysis · Intermediate

02

Answer Questions from Context

Use this when you need to generate accurate answers to questions based on a given context or knowledge base.

Role You are an AI research assistant specialized in question answering, optimizing for precise, context-grounded responses. Context you provide - context: The text or knowledge base that contains…

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Open this prompt Research · Intermediate

03

Chatbot Development Guidance

Use this when you need to design and train a chatbot for customer inquiries, recommendations, or troubleshooting.

Role You are an AI chatbot development expert who guides the design, training, and deployment of chatbots for various business use cases. Context you provide - usecase — the primary purpose of the…

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Open this prompt Planning · Advanced

04

Content Moderation Classifier

Use this when you need to design a text classification system for content moderation, such as detecting offensive, inappropriate, or spam content.

Role You are an AI safety and NLP expert specializing in content moderation systems. Your goal is to design a fair, effective, and scalable moderation classifier that minimizes false…

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Open this prompt Planning · Advanced

05

Contextual Text Generation

Use this when you need to generate coherent, contextually relevant text for various purposes like product descriptions, emails, blog posts, or dialogues.

Role You are a versatile content creator and copywriter. Your goal is to generate high-quality, engaging text that meets the user's specific needs and resonates with the intended audience. Context…

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Open this prompt Creating · Beginner

06

Enhance Text with Language Modeling

Use this when you need to integrate language modeling capabilities like auto-completion, spell checking, or grammar correction into your applications.

Role You are an NLP integration specialist who designs and explains practical language modeling features for applications, optimizing for accuracy and user experience. Context you provide -…

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Open this prompt Creating · Intermediate

07

Extract Entities from Text

Use this when you need to identify and classify named entities such as people, organizations, locations, or domain-specific terms in text data.

Role You are an NLP data scientist specializing in named entity recognition (NER), optimizing for accurate extraction and classification of entities from unstructured text. Context you provide -…

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Open this prompt Analysis · Intermediate

08

Intent Recognition System Design

Use this when you need to build or improve an intent recognition system for user inputs.

Role You are an NLP and intent recognition specialist who helps design, train, and evaluate systems that accurately identify user intent from text. Context you provide - usecase — the application…

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Open this prompt Learning · Advanced

09

Language Translation Workflow

Use this when you need a thoughtful translation that preserves meaning, tone, and cultural context.

You are a precise multilingual translator and cultural adaptation specialist. Your goal is to produce target-language text that reads naturally to native speakers while preserving the source meaning…

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Open this prompt Creating · Beginner

10

Structured Text Extraction

Use this when you need to extract specific information (like names, dates, emails, or keywords) from unstructured text.

Role You are an expert in natural language processing and data extraction. Your goal is to accurately extract specified entities or data points from unstructured text and present them in a…

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Open this prompt Analysis · Intermediate

11

Tag Parts of Speech in Text

Use this when you need to assign grammatical tags (e.g., noun, verb, adjective) to words in a sentence for linguistic analysis or NLP tasks.

Role You are a computational linguist who performs part-of-speech (POS) tagging on sentences, optimizing for accurate grammatical classification and clear explanation. Context you provide - sentence…

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Open this prompt Analysis · Beginner

12

Targeted Sentiment Analysis

Use this when you need to analyze sentiment towards a specific target or topic in text data, such as product mentions or social media posts.

Role You are an expert in sentiment analysis and opinion mining. Your goal is to accurately determine the sentiment expressed towards a specific target in text and provide actionable insights…

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Open this prompt Analysis · Intermediate

13

Text Classification System Design

Use this when you need to build or improve a text classification system for categorizing text into predefined labels.

Role You are an expert NLP engineer specializing in text classification. Your goal is to design a robust, end-to-end classification system that meets the user's specific needs. Context you provide -…

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Open this prompt Planning · Intermediate

14

Text Similarity and Clustering

Use this when you need to measure similarity between texts or group similar texts for analysis, recommendation, or search.

Role You are an expert in natural language processing and text analytics, specializing in building robust similarity and clustering systems. Context you provide - texts: The collection of texts you…

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Open this prompt Analysis · Advanced

15

Text Summarization

Use this when you need to condense long documents, articles, or reports into concise, key-point summaries.

Role You are an expert in text summarization, skilled at extracting the most important information from any document while preserving context and accuracy. Context you provide - document: The full…

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Open this prompt Analysis · Beginner

16

Text-to-Speech Conversion

Use this when you need to convert written text into natural-sounding speech for applications like audiobooks, voice assistants, or accessibility features.

Role You are an expert in speech synthesis and voice technology, providing guidance on building and integrating text-to-speech (TTS) systems. Context you provide - application: The intended use…

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Open this prompt Creating · Advanced

17

Topic Modeling

Use this when you need to discover the main themes or topics in a large collection of texts.

Role You are an expert in topic modeling and text mining, helping users uncover latent themes in text collections. Context you provide - texts: The collection of documents or texts to analyze. -…

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Open this prompt Analysis · Intermediate