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" ... Every startup will need to undertake this work since the hand-tuned kernels for convolution, pooling, etc., are highly dependent on the specific architecture on which it will execute. And since neural network innovation continues unabated, this effort will be continuous; it is not a one-and-done effort. ... "
" ... Let’s be real. Social media etiquette is complicated. The era of handwritten thank you notes, hostess gifts, and opening car doors for young ladies has given way to a convolution of online social rules that blow the mind. ... "
" ... [1] A few tweaks have been made, such as increasing the number of hidden neural net layers, convolution, and rectified linear activation, but overall ML has changed much less than, say, the Honda Accord since 1982. ... "
" ... • Quantum technologies are a good fit for some types of machine learning, such as image and speech recognition. Built of nodes analogous to neurons in a biological brain, artificial neural networks “learn” by iteratively processing examples containing known inputs and results. CIMs can accelerate the training and improve upon the accuracy of existing neural networks, which may be multi-layered or “deep” and employ special mathematical operations, such as convolution. ... "