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Hands-On Neural Network Programming with C#

You're reading from  Hands-On Neural Network Programming with C#

Product type Book
Published in Sep 2018
Publisher Packt
ISBN-13 9781789612011
Pages 328 pages
Edition 1st Edition
Languages
Author (1):
Matt Cole Matt Cole
Profile icon Matt Cole

Table of Contents (16) Chapters

Preface 1. A Quick Refresher 2. Building Our First Neural Network Together 3. Decision Trees and Random Forests 4. Face and Motion Detection 5. Training CNNs Using ConvNetSharp 6. Training Autoencoders Using RNNSharp 7. Replacing Back Propagation with PSO 8. Function Optimizations: How and Why 9. Finding Optimal Parameters 10. Object Detection with TensorFlowSharp 11. Time Series Prediction and LSTM Using CNTK 12. GRUs Compared to LSTMs, RNNs, and Feedforward networks 13. Activation Function Timings
14. Function Optimization Reference 15. Other Books You May Enjoy

References

  • J. Kennedy and R. Eberhart. Particle swarm optimization in Proceedings of IEEE International Conference on Neural Networks, volume IV, pages 1942-1948, Pert, Australia, 1995
  • Y. Shi and R.C. Eberhart. A modified particle swarm optimizer. In Proceedings of the IEEE International Conference on Evolutionary Computation, pages 69-73, Anchorage, AK, USA, 1998.
  • J. Kennedy. The particle swarm: social adaptation of knowledge. In Proceedings of the IEEE International Conference on Evolutionary Computation, Indianapolis, USA, 1997.
  • M.E.H Pederson and A.J. Chipperfield. Simplified particle swarm optimization. Applied Soft Computing, 10, P. 618-628, 2010.
  • Simplifying Particle Swarm Optimization. Pedersen, M.E.H. and Chipperfield, A.J. s.l. : Applied Soft Computing, 2010, Vol. 10, pp. 618-628.
  • Variable metric method for minimization. Davidon, W.C. 1, s.l. : SIAM Journal on Optimization...
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