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Hugging Face Training Pipeline

Hugging Face training pipeline woh end-to-end workflow hai jo Hugging Face Transformers library me…

Overview

Hugging Face Training Pipeline — Quick Facts

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Property: Detail

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Concept Type: ML Model Training Workflow & API

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Primary API: Trainer (Transformers library)

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Provider: Hugging Face

Topic 1

Infobox

🤖 | Property | Detail | |---|---| | Concept Type | ML Model Training Workflow & API | |…

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Training Pipeline Stages

🧠 | Stage | Kya Hota Hai | Key Component | Output | |---|---|---|---| | 1. Data Loading |…

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Trainer API

💡 Trainer Hugging Face ka main training abstraction hai — yeh internally PyTorch training…

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TrainingArguments

⚡ TrainingArguments me sab training configuration hoti hai — learning rate se lekar batch…

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Data Preparation

🎯 | Step | Description | Tool / Method | |---|---|---| | Dataset Load | Hub se ya local…

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Training Pipeline Workflow

🔮 `mermaid flowchart TD A[Dataset Load Karo<br/>Hub / Local / Custom] --> B[Data Inspect +…

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Callbacks System

🌐 Callbacks Trainer ke behavior ko extend karte hain — training ke specific points par…

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Distributed Training

📊 Hugging Face Accelerate library distributed training ko simple banati hai — minimal code…

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Parameter-Efficient Fine-Tuning (PEFT)

🤖 Full fine-tuning bahut expensive hai — PEFT methods se sirf kuch parameters update karo,…

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Training Strategies Comparison

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Common Mistakes

💡 | Mistake | Impact | Correct Approach | |---|---|---| | Learning rate bahut high rakhna |…

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Real-Life Examples

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Model: distilbert-base-uncased…

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Dataset: 20,000 labeled reviews…

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Training: LoRA (r=16, alpha=32) —…

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Args: lr=2e-5, epochs=3,…

Comparison

Training Strategies Comparison

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Full Fine-Tuning (Small): <1B params

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Full Fine-Tuning (Large): 7B+ params

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LoRA (Small): <1B params

Diagram

Visual Flow

📊 Diagram visualization — details in narration

Quiz — Question 1

Hugging Face Training Pipeline ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

Hugging Face Training Pipeline ka 'Concept Type' kya hai?

Complete! 🎉

Hugging Face Training Pipeline Complete!

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