TinyTS: Memory-Efficient TinyML Model Compiler Framework on Microcontrollers

Keyphrases

• Compiler 25%
• Compiler Framework 100%
• Deep Neural Network 100%
• DRAM Memory 100%
• Geometric Mean 25%
• Machine Learning System 25%
• Memory Consumption 100%
• Memory Efficiency 100%
• Memory Space 25%
• Metadata Storage 25%
• Microcontroller 100%
• Microcontroller Unit 75%
• Optimization Techniques 25%
• Out-of-memory 25%
• Partitioning Method 25%
• Patch-based 75%
• Planners 25%
• Redundant Computation 25%
• Runtime Overhead 25%
• Small Patch 75%
• Source Code 25%
• Storage Layer 25%
• Storage Overhead 25%
• System Framework 25%
• Tensor Partition 25%
• Tensor Splitting 25%
• TensorFlow Lite 25%
• TinyML 100%
• Usage Efficiency 25%

Computer Science

• Deep Neural Network 80%
• Machine Learning 20%
• Microcontroller 100%
• Neural Network Model 80%
• Optimization Technique 20%