Memory-efficient Random Forests in FPGA SmartNICs.
Andrea MonterubbianoRaphaël AzorinGabriele CastellanoMassimo GalloSalvatore PontarelliDario RossiPublished in: CoNEXT (Companion) (2023)
Keyphrases
- random forests
- memory efficient
- random forest
- logistic regression
- decision trees
- field programmable gate array
- hardware implementation
- machine learning algorithms
- ensemble methods
- iterative deepening
- external memory
- tree ensembles
- decision tree ensembles
- head pose estimation
- feature set
- neural network
- regression forests
- integral image
- support vector
- randomized trees
- search algorithm
- multi label