MinUn: Accurate ML Inference on Microcontrollers

Author:

Jaiswal Shikhar1,Goli Rahul Kranti Kiran1,Kumar Aayan1,Seshadri Vivek1,Sharma Rahul1

Affiliation:

1. Microsoft Research, India

Publisher

ACM

Reference95 articles.

1. Martin Abadi Paul Barham Jianmin Chen Zhifeng Chen Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Geoffrey Irving Michael Isard Manjunath Kudlur Josh Levenberg Rajat Monga Sherry Moore Derek G. Murray Benoit Steiner Paul Tucker Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2015. TensorFlow: Large-scale machine learning on heterogeneous systems. https://github.com/tensorflow/tensorflow/blob/master/tensorflow/core/framework/bfloat16.cc Martin Abadi Paul Barham Jianmin Chen Zhifeng Chen Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Geoffrey Irving Michael Isard Manjunath Kudlur Josh Levenberg Rajat Monga Sherry Moore Derek G. Murray Benoit Steiner Paul Tucker Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2015. TensorFlow: Large-scale machine learning on heterogeneous systems. https://github.com/tensorflow/tensorflow/blob/master/tensorflow/core/framework/bfloat16.cc

2. Alfred V. Aho , Monica S. Lam , Ravi Sethi , and Jeffrey D . Ullman . 2006 . Compilers : Principles, Techniques, and Tools (2nd Edition). Addison-Wesley Longman Publishing Co. , Inc., USA. isbn:0321486811 Alfred V. Aho, Monica S. Lam, Ravi Sethi, and Jeffrey D. Ullman. 2006. Compilers: Principles, Techniques, and Tools (2nd Edition). Addison-Wesley Longman Publishing Co., Inc., USA. isbn:0321486811

3. Comparative study on classifying human activities with miniature inertial and magnetic sensors

4. Davide Anguita , Alessandro Ghio , Luca Oneto , Xavier Parra , and Jorge L . Reyes-Ortiz. 2012. Human Activity Recognition on Smartphones Using a Multiclass Hardware-Friendly Support Vector Machine . In Proceedings of the 4th International Conference on Ambient Assisted Living and Home Care (IWAAL’12) . Springer-Verlag, Berlin, Heidelberg. 216–223. isbn:9783642353949 https://archive.ics.uci.edu/ml/datasets/human+activity+recognition+using+smartphones Davide Anguita, Alessandro Ghio, Luca Oneto, Xavier Parra, and Jorge L. Reyes-Ortiz. 2012. Human Activity Recognition on Smartphones Using a Multiclass Hardware-Friendly Support Vector Machine. In Proceedings of the 4th International Conference on Ambient Assisted Living and Home Care (IWAAL’12). Springer-Verlag, Berlin, Heidelberg. 216–223. isbn:9783642353949 https://archive.ics.uci.edu/ml/datasets/human+activity+recognition+using+smartphones

5. ARM. 2021. ARM Cortex-M official website. https://developer.arm.com/ip-products/processors/cortex-m ARM. 2021. ARM Cortex-M official website. https://developer.arm.com/ip-products/processors/cortex-m

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1. Decoupled Access-Execute Enabled DVFS for TinyML Deployments on STM32 Microcontrollers;2024 Design, Automation & Test in Europe Conference & Exhibition (DATE);2024-03-25

2. A Machine Learning-Oriented Survey on Tiny Machine Learning;IEEE Access;2024

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