LightFPGA: Scalable and Automated FPGA Acceleration of LightGBM for Machine Learning Applications.
Alish KananiSwar VaidyaHarshit AgarwalPublished in: VDAT (2021)
Keyphrases
- machine learning
- machine learning methods
- semi automated
- high speed
- data sets
- knowledge acquisition
- decision trees
- computer science
- hardware implementation
- machine learning algorithms
- real time
- signal processing
- computer aided
- text mining
- natural language processing
- knowledge discovery
- explanation based learning
- pattern recognition
- computer vision
- field programmable gate array
- real time image processing
- computational biology
- machine learning approaches
- learning tasks
- highly scalable
- learning systems
- text classification
- learning algorithm
- support vector machine
- data analysis
- artificial intelligence
- natural language
- verilog hdl
- software implementation
- single chip
- hardware design
- automated analysis
- knowledge base
- lightweight
- knowledge representation
- supervised learning
- computational intelligence
- low cost
- model selection
- transfer learning