Efficient machine learning programs produce good results but do not build a mind. To produce complex AI solutions, no single technique (MDP, CNN, RNN, or any other) will suffice. An efficient artificial intelligence solution to a complex problem will necessarily be an innovative combination of various techniques. This chapter showed how to start building one using an RBM, a tone analyzer (sentiment analysis), a CRLMM, an RNN, a word2vec program, and PCA.
X's mind-dataset has been enriched with the beginning of an actual memory with word and feeling associations as image and word associations. This brings X's mind-dataset profile beyond dictionary definitions, predictive statistics, and linear dimensional personality definitions.
Artificial intelligence will go beyond the present trend of mathematical probabilistic approaches into the realms of our minds.
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