Importance of TinyML

 

MCUs consumption and its sales in the market

Figure 3: MCUs consumption and its sales in the market (worldwide) from 2016 to 2023 [7]

Conclusion

In a nutshell, TinyML is a giant opportunity that’s just beginning to emerge. Expect to see quite a bit of movement in this space over the next year or two.

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References

[1] Banbury, C. R., Reddi, V. J., Lam, M., Fu, W., Fazel, A., Holleman, J., … & Patterson, D. (2020). Benchmarking TinyML Systems: Challenges and Direction. arXiv preprint arXiv:2003.04821.

[2]Atzori, L., Iera, A., & Morabito, G. (2010). The internet of things: A survey. Computer networks54(15), 2787-2805.

[3] https://www.prnewswire.com/news-releases/global-shipments-of-tinyml-devices-to-reach-2-5-billion-by-2030–301123076.html

[4] https://www.tinyml.org/asia2020/slides/tinyMLAsia2020d1p3-Gousev.pdf

[5] https://towardsdatascience.com/tiny-machine-learning-the-next-ai-revolution-495c26463868

[6] https://create.arduino.cc/projecthub/dhruvsheth_/spectrino-tinyml-arduino-iot-based-touch-free-solutions-d8d363

[7] https://www.icinsights.com/data/articles/documents/1190.pdf

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