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Machine Learning and AI with Simple Python and Matlab Scripts
book

Machine Learning and AI with Simple Python and Matlab Scripts

by M. Umit Uyar
April 2025
Intermediate
384 pages
11h 15m
English
Wiley-IEEE Press
Content preview from Machine Learning and AI with Simple Python and Matlab Scripts

Index

  • a
  • activation function  8
  • algorithmic trading  3, 51, 55, 57
  • Alzheimer's disease  67
    • ADNI  68
    • gene expressions  68
    • LOOCV  69
    • M coefficients  68
    • MCI  67
    • Mild cognitive impairment  67
    • mini mental state exam  68
    • MMSE  68
  • Alzheimer's disease prognosis  4
  • ANN  2, 7, 23
    • activation function  8
    • algorithmic trading  3, 51, 55, 57, 58
    • Alzheimer's disease  68
    • Alzheimer's disease prognosis  4
    • architecture  3, 7
    • back propagation  14, 28, 30
    • back testing  58
    • bias  17
    • bike rental example  3, 41
    • computational complexity  18
    • forward propagation  12, 28
    • hidden layers  25
    • inputs  24
    • learning rate  29, 32
    • LOOCV  69
    • loss  17
    • natural language processing  83
    • neuron  8
    • NLP  4, 83
    • NLP ANN architecture  88
    • normalization of inputs and outputs  19
    • normalized inputs and oututs  31
    • outputs  24
    • rectilinear unit  9
    • RELU  9
    • sigmoid  9
    • sleep‐study example  3, 25
    • synapses  10
    • tick data  88
    • training  11, 12, 18
    • training with matrices  26
    • updating weights  17, 29
    • weights  10
  • artificial intelligence  1, 2
  • artificial neural network  2, 7, 23
  • attenion scores  193
  • attention  191
  • b
  • back propagation  14, 28, 30, 157
  • back testing  58
  • Backus–Naur form  307
  • bias  17
  • bike rental example  41
  • bio‐inspired computation  225
  • BNF  307
  • Bollinger bands  54, 55
  • c
  • chatbot  4, 175, 179, 183
  • chatbot implementaion  179, 183
  • chromosome  226
  • chromosome for swarm flight  257
  • CNN  2, 4, 99
    • ANN  99, 106
    • architecture  102
    • computational cost  108
    • convolutional layer  99, 104
    • OCR  4, 115, 119, 125
    • optical character recognition  ...
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Publisher Resources

ISBN: 9781394294954