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⚡ Topic 40: ONNX & TensorRT — Model Optimization

Course: AI Infrastructure — Section 5: Model Serving & Inference Topic: 40 of 70 | Prev:…

Overview

⚡ Topic 40: ONNX & TensorRT — Model Optimization — Quick Facts

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Topic 1

🎯 Overview

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ONNX = Open Neural Network…

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TensorRT = NVIDIA ka inference…

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OpenVINO = Intel ka inference…

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Pipeline: Train (PyTorch/TF) →…

Topic 2

🔄 Model Optimization Pipeline

💡 ` ┌──────────────────────────────────────────────────────────────┐ │ MODEL OPTIMIZATION…

Topic 3

🐍 Complete Python Implementation

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Framework-agnostic model format

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Directed Acyclic Graph (DAG)…

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Standardized operators (200+ ops)

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Supported everywhere: cloud, edge,…

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📊 Optimization Pipeline Decision Tree

⭐ | Scenario | Best Path | |----------|-----------| | NVIDIA GPU production | PyTorch →…

Topic 5

❓ Quiz — 5 MCQs

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A) Online Neural Network Exchange

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B) Open Neural Network Exchange ✅

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C) Optimized Neural Network…

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D) Open Network Node X

Topic 6

🔗 Navigation

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Quick Quiz

Quiz — Question 1

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