Shot prompting

Arbeta med DeepSeek i Python

James Chapman

AI Curriculum Lead, DataCamp

Att ge exempel

En robot tittar på exempel

  • Shot prompting
Arbeta med DeepSeek i Python

Vad är shot prompting?

Shot prompting: inkluderar exempel för att styra AI:ns svar

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  • Zero-shot: inga exempel, bara instruktioner
  • One-shot: ett exempel styr svaret
  • Few-shot: flera exempel ger mer kontext

Illustration av zero till few-shot

Arbeta med DeepSeek i Python

Varför är shot prompting viktigt?

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✅ Användningsområden för shot prompting:

  • 📑 Textklassificering
  • 💬 Sentimentanalys
  • 🔍 Dataextraktion
  • ✨ ... och mycket mer!

Användningsområden för shot prompting

Arbeta med DeepSeek i Python

Zero-shot prompting

prompt = """Classify sentiment as 1-5 (bad-good) in the following statements:
1. Meal was decent, but I've had better.
2. My food was delayed, but drinks were good.
"""
...

1. 3  
2. 2
Arbeta med DeepSeek i Python

One-shot prompting

prompt = """Classify sentiment as 1-5 (bad-good) in the following statements. Return no
explanations:
1. The service was very slow -> 1
2. Meal was decent, but I've had better. ->
3. My food was delayed, but drinks were good. ->
"""

2. Meal was decent, but I've had better. -> 3  
3. My food was delayed, but drinks were good. -> 2
Arbeta med DeepSeek i Python

Few-shot prompting

prompt = """Classify sentiment as 1-5 (bad-good) in the following statements. Return no
explanations:
1. The service was very slow -> 1
2. The steak was awfully good! -> 5
3. It was ok, no massive complaints. -> 3
4. Meal was decent, but I've had better. ->
5. My food was delayed, but drinks were good. ->
"""

4. Meal was decent, but I've had better. -> 3  
5. My food was delayed, but drinks were good. -> 2
Arbeta med DeepSeek i Python

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Arbeta med DeepSeek i Python

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