Design and implementation of FPGA-based hardware acceleration for Machine Learning using OpenCL: A case study on the K-Means algorithm.
Eya JaballiSoufien GdaimNoureddine LiouanePublished in: ICCAD (2024)
Keyphrases
- hardware architecture
- k means
- hardware implementation
- machine learning
- vlsi implementation
- learning algorithm
- vlsi architecture
- computational complexity
- real time
- hardware design
- parallel implementation
- dynamic programming
- objective function
- hardware architectures
- expectation maximization
- preprocessing
- detection algorithm
- clustering method
- feature selection
- case study
- circuit design
- segmentation algorithm
- genetic algorithm
- optimal solution
- low cost
- hierarchical clustering
- data clustering
- design methodology
- computer architecture
- np hard
- parallel architecture
- fpga implementation
- parallel algorithm
- design process