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Otomatic
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Re: error during the installation

[SHARE OF THE DAY] Deep Learning Prerequisites: Logistic Regression in Python

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		1. Deep Learning Prerequisites: Logistic Regression in Python.zip
		2. ReadMe.Important!.txt
		3. Changelog.txt
		4. Documentation.html
		5. Deep Learning Prerequisites: Logistic Regression in Python Update.zip
		

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		File name:	Deep Learning Prerequisites: Logistic Regression in Python.rar
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		Analysis date:	10.06.2016 19:53 UTC
		

Description


		

This course is a lead-in to deep learning and neural networks - it covers a popular and fundamental technique used in machine learning, data science and statistics: logistic regression. We cover the theory from the ground up: derivation of the solution, and applications to real-world problems. We show you how one might code their own logistic regression module in Python.

This course does not require any external materials. Everything needed (Python, and some Python libraries) can be obtained for free.

This course provides you with many practical examples so that you can really see how deep learning can be used on anything. Throughout the course, well do a course project, which will show you how to predict user actions on a website given user data like whether or not that user is on a mobile device, the number of products they viewed, how long they stayed on your site, whether or not they are a returning visitor, and what time of day they visited.

Another project at the end of the course shows you how you can use deep learning for facial expression recognition. Imagine being able to predict someones emotions just based on a picture!

If you are a programmer and you want to enhance your coding abilities by learning about data science, then this course is for you. If you have a technical or mathematical background, and you want use your skills to make�data-driven decisions and optimize your business using scientific principles, then this course is for you.

This course focuses on how to build and understand, not just how to use. Anyone can learn to use an API in 15 minutes after reading some documentation. Its not about remembering facts, its about�seeing for yourself via experimentation. It will teach you how to visualize whats happening in the model internally. If you want�more�than just a superficial look at machine learning models, this course is for you.


NOTES:

All the code for this course can be downloaded from my github: /lazyprogrammer/machine_learning_examples

In the directory: logistic_regression_class

Make sure you always git pull so you have the latest version!


HARD PREREQUISITES /�KNOWLEDGE�YOU�ARE ASSUMED�TO�HAVE:

  • calculus
  • linear algebra
  • probability
  • Python coding: if/else, loops, lists, dicts, sets
  • Numpy coding: matrix and vector operations, loading a CSV file


TIPS (for getting through the course):

  • Watch it at 2x.
  • Ask lots of questions on the discussion board. The more the better!
  • Realize that most exercises will take you days or weeks to complete.


USEFUL�COURSE�ORDERING:

  • (The Numpy Stack in Python)
  • Linear Regression in Python
  • Logistic Regression in Python
  • (Supervised Machine Learning in Python)
  • Deep Learning in Python
  • Practical Deep Learning in Theano and TensorFlow
  • Convolutional Neural Networks in Python
  • (Easy NLP)
  • (Cluster Analysis and Unsupervised Machine Learning)
  • Unsupervised Deep Learning
  • (Hidden Markov Models)
  • Recurrent Neural Networks in Python
  • Natural Language Processing with�Deep Learning in Python



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13.11.2016 14:19

Welition
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Deep Learning Prerequisites: Logistic Regression in Python -

Thanks for this. Repping you now :)


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21.11.2016 13:31

Frialking
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Deep Learning Prerequisites: Logistic Regression in Python -

Awesome share mate! Max rep added. thanks!


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23.11.2016 16:18

Intand
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Deep Learning Prerequisites: Logistic Regression in Python -

Great share! Thanks. Max reps given.


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25.11.2016 01:04

Affing
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Deep Learning Prerequisites: Logistic Regression in Python -

Thanks bro much needed


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04.12.2016 14:35

Formenjoute
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Deep Learning Prerequisites: Logistic Regression in Python -

Please upload new links, thanks.


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12.12.2016 09:23

Lumpose
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Deep Learning Prerequisites: Logistic Regression in Python -

Thanks for share. reps added.


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16.12.2016 02:53

Sailarthe
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Deep Learning Prerequisites: Logistic Regression in Python -

Cool Share, Max Reps!


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21.12.2016 10:02

Feuppied
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Deep Learning Prerequisites: Logistic Regression in Python -

Great Stuff TY Repped


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25.12.2016 05:20

Antaistry
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Deep Learning Prerequisites: Logistic Regression in Python -

Really nice share!! reps!


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02.01.2017 19:55

Frooke
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Deep Learning Prerequisites: Logistic Regression in Python -

License key received - thanks for quick response!


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03.01.2017 11:25

Sessinget99
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++ max REP


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08.01.2017 10:07

Lefully00
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Deep Learning Prerequisites: Logistic Regression in Python -

Max rep +++++


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