tinyML Talks: State of Hardware & Software Ecosystem for Low-Power ML Applications on RISC-V

Bilal Zafar
Co-founder and CEO
10xEngineers.ai

Muhammad Kamran
Compiler Engineer
10xEngineers.ai

RISC-V is an open, free, modular & extensible Instruction Set Architecture (ISA) enabling a new era of processor innovation through open standard collaboration. Many implementations have been developed lately by open-source communities and IP vendors, each using different microarchitectures to support a set of standard instructions and, in some cases, custom instructions targeting specific workloads & use-cases. As an evolving standard, support for the RISC-V hardware in the software ecosystem (OS, libraries, toolchains) is patchy and often difficult to navigate.

In this talk, we will present the latest RISC-V ISA specifications and upcoming standard extensions. We will survey available open-source and proprietary commercial implementations (i.e., processor cores, SoC &
boards) suitable for low-power applications. We will also discuss current software support for RISC-V and highlight some of the gaps.
Finally, we will present opportunities for open-source contributors to help accelerate the growth and adoption of RISC-V

Видео tinyML Talks: State of Hardware & Software Ecosystem for Low-Power ML Applications on RISC-V канала The tinyML Foundation