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Hugging Face Best Practices

Hugging Face best practices woh proven guidelines aur engineering patterns hain jo Hugging Face…

Overview

Hugging Face Best Practices — Quick Facts

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Property: Detail

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Topic Type: AI/ML Engineering Best Practices

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Applies To: Hugging Face ecosystem (Hub,…

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Key Areas: Model Selection, Fine-Tuning,…

Topic 1

Infobox

📚 | Property | Detail | |---|---| | Topic Type | AI/ML Engineering Best Practices | |…

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Model Selection Best Practices

💡 Sahi model select karna sabse pehla aur sabse important step hai. Selection Criteria |…

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Fine-Tuning Best Practices

🎯 Data Preparation | Practice | Detail | |---|---| | Data Quality > Quantity | 1000…

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Deployment Best Practices

⭐ | Practice | Detail | Impact | |---|---|---| | Quantization | Model ko 4-bit/8-bit me…

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Security Best Practices

🔑 | Practice | Detail | |---|---| | API Token Rotation | Hugging Face API tokens regularly…

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Performance Optimization

✨ | Optimization | Area | Benefit | |---|---|---| | Mixed Precision (FP16/BF16) | Training…

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Best Practices Workflow

🌟 `mermaid flowchart TD A[Task Define Karo] --> B[Model Search + Selection] B --> C[License…

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Common Mistakes

🚀 | Mistake | Impact | Correct Approach | |---|---|---| | Sabse bada model select karna |…

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Real-Life Examples

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Model Selection:…

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License: Apache 2.0 — commercial…

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Fine-tuning: 10,000 labeled…

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Deployment: ONNX export kiya CPU…

Diagram

Visual Flow

📊 Diagram visualization — details in narration

Quiz — Question 1

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Quiz — Question 2

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