SamuVocab, exp. 7, cognitive mental organs: MPU (Mental Processing Unit), acquiring higher-order knowledge

• The agent learns and recognizes a vocabulary of 20 words. It is shown in video at https://youtu.be/KGUrMSvD4RI
• The agent is learning and recognizing a vocabulary of 1200 words. It is shown in video at https://youtu.be/kjhJ7Q-7Ys0
• The agent has learned and recognized the first 375 of the 1200 words then it has run out of 16 Gb memory :(

I am looking for a definition of a mathematical machine for learning. The Mental Processing Unit (MPU) is a computational mental organ introduced in detail in the manuscript called "Samu in His Prenatal Development". This is a possible definition that is based on the Samu's COP-based Q-learning (see http://arxiv.org/abs/1511.02889) and on the well-known basic processes in infant development called habituation and sensitization. I have performed several experiments for creating the definition of MPUs. The SamuVocal in question is a strong simplification of the SamuBrain (see https://github.com/nbatfai/SamuBrain) because the MPU of SamuVocal uses only a vector of Samu's COP-based Q-learning instead of a matrix.

Usage

git clone https://github.com/nbatfai/SamuVocab.git
cd SamuBrain/
~/Qt/5.5/gcc_64/bin/qmake SamuLife.pro
make
./SamuVocab 2>out

tail -f out|grep "HIGHER-ORDER NOTION MONITOR"

tail -f out|grep SENSITIZATION

tail -f out|grep "HABITUATION MONITOR" 

tail -f out|grep "WORD" 

Experiments with this project

Samu (Nahshon) has learned a vocabulary of 20 words

Samu has learned the words of the paper 'Baby’s First 10 Words' (see Table 4 in http://waldron.stanford.edu/~babylab/pdfs/Tardifetal2008.pdf) This version is tagged by 'v20words'. The resulting can be found at https://youtu.be/KGUrMSvD4RI

Samu (Nahshon) is learning words from Sitton's list of 1200 words

Rebecca Sitton's word list of 1200 high frequency words is used in GameOfLife.cpp. This version is tagged by 'v1200words'. The resulting can be found at https://youtu.be/kjhJ7Q-7Ys0

The agent has learned and recognized the first 375 of the 1200 words

Previous other experiments

Samu (Nahshon) http://arxiv.org/abs/1511.02889, https://github.com/nbatfai/nahshon

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SamuLife https://github.com/nbatfai/SamuLife, https://youtu.be/b60m__3I-UM

SamuMovie https://github.com/nbatfai/SamuMovie, https://youtu.be/XOPORbI1hz4

SamuStroop https://github.com/nbatfai/SamuStroop, https://youtu.be/6elIla_bIrw, https://youtu.be/VujHHeYuzIk

SamuBrain https://github.com/nbatfai/SamuBrain

SamuCopy https://github.com/nbatfai/SamuCopy

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SamuTicker https://github.com/nbatfai/SamuTicker

SamuVocab https://github.com/nbatfai/SamuVocab