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Introduction to Apache TVM

Overview

Skills Needed

Learn Apache TVM basics for deep learning model optimization. Enroll now!

  • Basic knowledge of deep learning concepts
  • Familiarity with neural network architectures

Outline

  • Introduction to Deep Learning Model Optimization
  • Overview of Apache TVM
  • TVM Graph Optimization Techniques
  • Tensor Expression Language (TIR)
  • Target Compilation and Code Generation
  • TVM Runtime System
  • TVM Deployment on Edge Devices
  • Quantization and Compression
  • Auto-tuning with TVM
  • Best Practices for Apache TVM Usage

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