Advanced Machine Learning algorithms (MA726)

Course Name: 

Advanced Machine Learning algorithms


M.Tech (CDS)




Programme Core (PC)

Credits (L-T-P): 

(3-0-2) 4


Recap of the machine learning algorithms, Non-linear dimensionality reduction: LLE, ISOMAPS, LAPLACIAN EIGEN
MAPS etc., Recap of ANN, Backpropagation, Deep and Shallow networks, Recurrent neural nets, Convolutional Neural
nets, Different activation functions: Relu, Sigmoid, Tanh, Leaky Relu etc. Generative adversarial networks. Applications
of Deep Networks,


Ian Goodfellow, Yoshua Bengio, Aaron Courville, Deep Learning, MIT Press, 2016 EthemAlpaydin, Introduction to machine learning”, second edition, PHI publication, 2010. Tom Mitchell, “Machine Learning”, McGraw Hill, 1997 Christopher M. Bishop, “Pattern Recognition and Machine Learning”, Springer, 2006.


Mathematical and Computational Sciences

Contact us

Dr. P. Sam Johnson, Professor and Head
Department of MACS, NITK, Surathkal
P. O. Srinivasnagar, Mangalore - 575 025
Karnataka, India.

  • Hot line: +91-0824-2474048

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