UNSUPERVISED DEEP LEARNING IN PYTHON

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UNSUPERVISED DEEP LEARNING IN PYTHON

Unsupervised Deep Learning in Python: In this course you will learn Theano and Tensorflow or Autoencoders, Restricted & Boltsmann Machines, Deep Neural networks and t-SNE, PCA.

Created By: Lazy Programmer INC

Last Updated: 6/2017

English

What will you learn in this course ?

  • You will learn and Understand the theory behind principal components analysis (PCA).
  • You will learn and Know why PCA is useful for dimensionality reduction and visualization, de-correlation & denoising.
  • You will learn and Write the code for PCA.
  • You will learn and Understand the theory behind t-SNE.
  • You will learn and Use t-SNE in code.
  • You will learn and Understand the limitations of PCA & t-SNE.
  • You will learn and Understand the theory behind autoencoders.
  • You will learn and Write an autoencoder in Theano & Tensorflow.
  • You will learn and Understand how stacked autoencoders are used in deep learning.
  • You will learn and Write a stacked denoising autoencoder in Theano & Tensorflow.
  • You will learn and Understand the theory behind restricted Boltzmann machines (RBMs).
  • You will learn and Understand why RBMs are hard to train.
  • You will learn and Understand the contrastive divergence algorithm to train RBMs.
  • You will learn and Write your own RBM & deep belief network (DBN) in Theano or Tensorflow.

Requirements=>

  • In this course you will need the knowledge of calculus & linear algebra.
  • You will need the Python coding skills.
  • You will need some experience and knowledge with Numpy and Theano or Tensorflow.
  • You will need to install Python and Numpy or Theano.
  • You will need some knowledge in Probability & statistics.
Who is the target audience?
  • Anyone who is looking to enhance their deep learning repertoire.
  • Anyone who wants to improve the training capabilities of deep neural networks.
  • Anyone who  want to learn about the more modern developments in deep learning.

Size: 556.35M

https://www.udemy.com/unsupervised-deep-learning-in-python/.

 

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