An SRAM Optimized Approach for Constant Memory Consumption and Ultra-fast Execution of ML Classifiers on TinyML Hardware.
Bharath SudharsanPiyush YadavJohn G. BreslinMuhammad Intizar AliPublished in: SCC (2021)
Keyphrases
- maximum likelihood
- support vector
- low cost
- hardware and software
- real time
- test set
- memory management
- naive bayes
- times faster
- power consumption
- decision trees
- training data
- machine learning algorithms
- svm classifier
- data transmission
- supervised classification
- hardware architecture
- image processing
- linear classifiers
- java virtual machine
- data acquisition
- hardware implementation
- class labels
- training samples
- computer systems
- ensemble learning
- classification models
- classification algorithm
- ensemble classifier
- random access memory