शॉट प्रॉम्प्टिंग

OpenAI API के साथ काम करना

James Chapman

Curriculum Manager, DataCamp

उदाहरण देकर गाइड करना

एक रोबोट उदाहरण देख रहा है

शॉट प्रॉम्प्टिंग

शॉट प्रॉम्प्टिंग क्या है?

शॉट प्रॉम्प्टिंग: AI के जवाब गाइड करने के लिए उदाहरण जोड़ना

ज़ीरो-शॉट: कोई उदाहरण नहीं, सिर्फ निर्देश
वन-शॉट: एक उदाहरण जवाब को गाइड करता है
फ्यू-शॉट: कई उदाहरण ज़्यादा संदर्भ देते हैं

ज़ीरो से फ्यू शॉट का चित्रण

शॉट प्रॉम्प्टिंग क्यों मायने रखता है?

✅ शॉट प्रॉम्प्टिंग के उपयोग:

📑 टेक्स्ट क्लासिफिकेशन
💬 सेंटिमेंट एनालिसिस
🔍 डेटा एक्सट्रैक्शन
✨ ... और भी बहुत कुछ!

शॉट प्रॉम्प्टिंग के उपयोग

ज़ीरो-शॉट प्रॉम्प्टिंग

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. Meal was decent, but I've had better. - 3 (Neutral)
2. My food was delayed, but drinks were good. - 3 (Neutral)

वन-शॉट प्रॉम्प्टिंग

prompt = """Classify sentiment as 1-5 (bad-good) in the following statements:
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. ->
"""

1. The service was very slow -> 1
2. Meal was decent, but I've had better. -> 3
3. My food was delayed, but drinks were good. -> 4

फ्यू-शॉट प्रॉम्प्टिंग

prompt = """Classify sentiment as 1-5 (bad-good) in the following statements:
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. ->
"""

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. -> 4
5. My food was delayed, but drinks were good. -> 3

सामान्य वर्गीकरण

prompt = """Classify the following animals as Land, Sea, or Both:
1. Blue whale
2. Polar bear
3. Salmon
4. Dog
"""

1. **Blue whale** - Sea
2. **Polar bear** - Both (primarily land but is a marine mammal that lives in sea ice)
3. **Salmon** - Both (spends part of its life in freshwater and part in the ocean)
4. **Dog** - Land

prompt = """Classify the following animals as Land, Sea, or Both:
1. Zebra = Land
2. Crocodile = Both
3. Blue whale = 
4. Polar bear = 
5. Salmon = 
6. Dog = 
"""

1. Zebra = Land
2. Crocodile = Both
3. Blue whale = Sea
4. Polar bear = Both
5. Salmon = Sea
6. Dog = Land

अभ्यास करते हैं!

OpenAI API के साथ काम करना