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AI Prompt for

OpenAI GPT-4 API integration patterns

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🧠 ML Expert Guidance

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Define data structure clearly

Specify JSON format, CSV columns, or data schemas

Mention specific libraries

PyTorch, TensorFlow, Scikit-learn for targeted solutions

Clarify theory vs. production

Specify if you need concepts or deployment-ready code

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PROMPT

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Integrate GPT-4 API effectively. Patterns: 1. Chat completions with system/user messages. 2. Function calling for structured outputs. 3. Streaming responses for better UX. 4. Token counting to manage costs. 5. Temperature and top_p tuning. 6. Max tokens control. 7. Error handling and retries. 8. Rate limiting awareness. Use tiktoken for accurate token counts and implement caching for repeated queries.

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Related Tags

#openai #gpt-4 #llm #api-integration

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