Fullmoonfever
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From last year's TinyML forum. We didn't appear to be in on this one.Not finding any patents for General Vision (GV), but I found this one for Norlitech:
US2020082241A1 COGNITIVE STORAGE DEVICE 20180911
View attachment 59920
a system comprising a non-volatile storage memory, a controller, and a cognitive memory. The storage memory can store data. During operation, the controller programs a function for the system based on a configuration file. The function indicates one or more operations for the data stored in the storage memory. The cognitive memory can include a set of neuron memory cells, which can store a knowledge base for facilitating the function and execute a pattern matching operation between the data stored in the storage memory and the data stored in the set of neuron memory cells. The controller can then execute the one or more operations within the system based on an output of the pattern matching operation from the cognitive memory.
[0052] FIG. 1B illustrates an exemplary architecture of a CSD, in accordance with an embodiment of the present application. Search engine 130 can include a programmable hardware module 170 , which can be a configurable piece of hardware capable of accessing storage memory 150 , at least in part, to search for reference patterns loaded in cognitive memory 158 . Module 170 can execute firmware-level codes, and operate as a interface logic between storage memory 150 , cognitive memory 158 , cache 156 , and the host (i.e., storage node 116 ). In some embodiments, module 170 can be an FPGA-based module coupled to cognitive memory 158 . Module 170 can be based on one or more of: integrated circuitry, and a semiconductor intellectual property (IP) core. Cognitive memory 158 can include a neuron-based integrated circuit and/or a semiconductor IP core arranged as a single memory bank or a plurality of neuron banks 172 , 174 , and 176 . The components of cognitive memory 158 may be coupled via a PCB, or on multiple chips. Module 170 and cognitive memory 158 can also be parts of an integrated circuit on a common substrate (e.g., on the same die).
What makes this relevant to GV is the inventors are listed as GV employees:
PAILLET GUY; MENENDEZ ANNE
Looks pretty clunky.
tinyML On Device Learning Forum 2023
We held tinyML On Device Learning Forum 2023 on May 16th, 2023. To date, most ultra-low power machine learning (ML) applications at the edge are trained “off device” (typically in the cloud where virtually unlimited computing assets are available) while the edge devices perform the...
forums.tinyml.org
NeuroMem®, Ultra Low Power hardwired incremental learning and parallel pattern recognition
Guy Paillet, Co-founder and Chairman, General Vision Holdings
GV will present a Tiny RTML platform comprising of ST Nucleo64, together with a NeuroShield including 37 parallelized NM500 chips. This allows maintaining a parallel content addressable set of for example 21,000 Chinese characters. Submitting the image (16 x 16 pixels pattern) of a Chinese character, will return a category pointing on the English meaning within a constant search time of 30 microseconds. Learning time for additional character (on the spot learning) will also take about 30 microseconds per unknown character. The ANM5500 just released will make the same with only 4 chips and 5 times faster always, at milliwatts power. General Vision goal is to solve real world image recognition with learning and recognition on a small battery into for example a standalone (no network connection) Barbie doll, hence the patented “Monolithic Image Perception Device” successor of MTVS (Miniature Trainable Vision Sensor) allowing on “image sensor learning” and recognition.
Guy’s background is hardware design since 1976 starting with Motorola MC6800 as application engineer. He has been innovating on high performance Tiny Machine Learning since 1993 while inventing the ZISC36 with IBM Paris, Guy and family moved from France in 1996 and co-founder General Vision in 2000. Since, General has licensed its NeuroMem ZISC technology giving birth to 4 additional successful Neuromorphic AISC from 2007 to 2022, including the Intel Curie for “NeuroMEMS.”