Basic literature for BNN-MRAM analog accelerator - april 2021
motivation and demand for AI Hardware
Binary Neural Networks and Deep Learning
2016 Matthieu Courbariaux, Yoshua Bengio Binarized Neural Networks: Training Deep Neural Networks with Weights and Activations Constrained to +1 or -1
2015 Review - Deep learning Yann LeCun, Yoshua Bengio, Geoffrey Hinton
Error Tolerance
2019 T. Hirtzlin Outstanding Bit Error Tolerance of Resistive RAM-Based Binarized Neural Networks
Basics of STT-MRAM and other non-volatile MRAMs
https://www.mram-info.com/stt-mram
2018 JP Wang INVITED: A Pathway to Enable Exponential Scaling for the Beyond-CMOS Era
2019 - MRAM Technology and Business
- the physics of Magnetoresistive RAMs, including stt-MRAM, and the types of computing
2018 Beyond CMOS computing with spin and polarization Sasikanth Manipatruni, Dmitri E. Nikonov and Ian A. Young
Business Opportunity at the EDGE and IoT
GS series - 2018 How edge computing will augment the cloud & unlock real-time, big data applications
2018 McKinsey New demand, new markets: What edge computing means for hardware companies
Mapping the 100bn IT spending opportunity
- software for the edge devices
tinyML as edge ecosystem as well as the related libraries
In-memory computing architecture
2020 Bavikadi A Review of In-Memory Computing Architectures for Machine Learning Applications
2019 Bing Li An Overview of In-memory Processing with Emerging Non-volatile Memory for Data-intensive Applications
Some, not necessarily analog type, examples of stt-MRAM based accelerators
Ameya D. Patil 2018(?) An MRAM-based Deep In-Memory Architecture for Deep Neural Networks IBM
Angizi 2019 MRIMA: An MRAM-based In-Memory Accelerator
Yu Pan 2018 A Multilevel Cell STT-MRAM-Based Computing In-Memory Accelerator for Binary Convolutional Neural Network
some examples of commercial products
Mythic - the product - M1108 ANALOG MATRIX PROCESSOR
Syntiant - the product - Always-On Sensor & Speech Recognition Processor -NDP100
Collections of further links ... a bit chaotic,it needs re-organising
STT-MRAM - computing
Crossbar circuit for MRAM
Learning with CIM-stt-MRAM