@@ -204,7 +204,7 @@ through more generations because no further improvement is possible.
204204 if ga_instance.best_solution()[1 ] >= 70 :
205205 return " stop"
206206
207- .. _header-n225 :
207+ .. _header-n87 :
208208
209209PyGAD 2.5.0
210210-----------
@@ -296,11 +296,11 @@ code.
296296 gene_space = [range (5 ), range (10 , 20 )]
297297
298298 If the user did not assign the initial population to the
299- ``initial_population `` parameter, the the initial population is created
299+ ``initial_population `` parameter, the initial population is created
300300randomly based on the ``gene_space `` parameter. Moreover, the mutation
301301is applied based on this parameter.
302302
303- .. _header-n224 :
303+ .. _header-n115 :
304304
305305PyGAD Projects at GitHub
306306========================
@@ -310,7 +310,7 @@ https://pypi.org/project/pygad. PyGAD is built out of a number of
310310open-source GitHub projects. A brief note about these projects is given
311311in the next subsections.
312312
313- .. _header-n89 :
313+ .. _header-n117 :
314314
315315`GeneticAlgorithmPython <https://github.com/ahmedfgad/GeneticAlgorithmPython >`__
316316--------------------------------------------------------------------------------
@@ -321,7 +321,7 @@ GitHub Link: https://github.com/ahmedfgad/GeneticAlgorithmPython
321321is the first project which is an open-source Python 3 project for
322322implementing the genetic algorithm based on NumPy.
323323
324- .. _header-n92 :
324+ .. _header-n120 :
325325
326326`NumPyANN <https://github.com/ahmedfgad/NumPyANN >`__
327327----------------------------------------------------
@@ -335,7 +335,7 @@ neural network without using a training algorithm. Currently, it only
335335supports classification and later regression will be also supported.
336336Moreover, only one class is supported per sample.
337337
338- .. _header-n95 :
338+ .. _header-n123 :
339339
340340`NeuralGenetic <https://github.com/ahmedfgad/NeuralGenetic >`__
341341--------------------------------------------------------------
@@ -348,7 +348,7 @@ projects
348348`GeneticAlgorithmPython <https://github.com/ahmedfgad/GeneticAlgorithmPython >`__
349349and `NumPyANN <https://github.com/ahmedfgad/NumPyANN >`__.
350350
351- .. _header-n98 :
351+ .. _header-n126 :
352352
353353`NumPyCNN <https://github.com/ahmedfgad/NumPyCNN >`__
354354----------------------------------------------------
@@ -360,7 +360,7 @@ convolutional neural networks using NumPy. The purpose of this project
360360is to only implement the **forward pass ** of a convolutional neural
361361network without using a training algorithm.
362362
363- .. _header-n101 :
363+ .. _header-n129 :
364364
365365`CNNGenetic <https://github.com/ahmedfgad/CNNGenetic >`__
366366--------------------------------------------------------
@@ -372,7 +372,7 @@ convolutional neural networks using the genetic algorithm. It uses the
372372`GeneticAlgorithmPython <https://github.com/ahmedfgad/GeneticAlgorithmPython >`__
373373project for building the genetic algorithm.
374374
375- .. _header-n104 :
375+ .. _header-n132 :
376376
377377Submitting Issues
378378=================
@@ -389,7 +389,7 @@ is not working properly or to ask for questions.
389389If this is not a proper option for you, then check the **Contact Us **
390390section for more contact details.
391391
392- .. _header-n108 :
392+ .. _header-n136 :
393393
394394Ask for Feature
395395===============
@@ -406,7 +406,7 @@ to ahmed.f.gad@gmail.com.
406406
407407Also check the **Contact Us ** section for more contact details.
408408
409- .. _header-n112 :
409+ .. _header-n140 :
410410
411411Projects Built using PyGAD
412412==========================
@@ -425,15 +425,15 @@ Within your message, please send the following details:
425425
426426- Preferably, a link that directs the readers to your project
427427
428- .. _header-n123 :
428+ .. _header-n151 :
429429
430430For More Information
431431====================
432432
433433There are different resources that can be used to get started with the
434434genetic algorithm and building it in Python.
435435
436- .. _header-n125 :
436+ .. _header-n153 :
437437
438438Tutorial: Implementing Genetic Algorithm in Python
439439--------------------------------------------------
@@ -457,7 +457,7 @@ good resource to start with coding the genetic algorithm.
457457
458458|image0 |
459459
460- .. _header-n136 :
460+ .. _header-n164 :
461461
462462Tutorial: Introduction to Genetic Algorithm
463463-------------------------------------------
@@ -476,7 +476,7 @@ which is available at these links:
476476
477477|image1 |
478478
479- .. _header-n146 :
479+ .. _header-n174 :
480480
481481Tutorial: Build Neural Networks in Python
482482-----------------------------------------
@@ -496,7 +496,7 @@ available at these links:
496496
497497|image2 |
498498
499- .. _header-n156 :
499+ .. _header-n184 :
500500
501501Tutorial: Optimize Neural Networks with Genetic Algorithm
502502---------------------------------------------------------
@@ -516,7 +516,7 @@ available at these links:
516516
517517|image3 |
518518
519- .. _header-n166 :
519+ .. _header-n194 :
520520
521521Tutorial: Building CNN in Python
522522--------------------------------
@@ -542,7 +542,7 @@ good resource to start with coding CNNs.
542542
543543|image4 |
544544
545- .. _header-n179 :
545+ .. _header-n207 :
546546
547547Tutorial: Derivation of CNN from FCNN
548548-------------------------------------
@@ -561,7 +561,7 @@ which is available at these links:
561561
562562|image5 |
563563
564- .. _header-n189 :
564+ .. _header-n217 :
565565
566566Book: Practical Computer Vision Applications Using Deep Learning with CNNs
567567--------------------------------------------------------------------------
@@ -587,7 +587,7 @@ Find the book at these links:
587587.. figure :: https://user-images.githubusercontent.com/16560492/78830077-ae7c2800-79e7-11ea-980b-53b6bd879eeb.jpg
588588 :alt:
589589
590- .. _header-n204 :
590+ .. _header-n232 :
591591
592592Contact Us
593593==========
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