Udemy - Unsupervised Machine Learning Hidden Markov Models in Pyt

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Udemy - Unsupervised Machine Learning Hidden Markov Models in Pyt
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Torrent File Content (51 files)

[DesireCourse.Com] Udemy - Unsupervised Machine Learning Hidden Markov Models in Python
01 Introduction and Outline
001 Introduction and Outline Why would you want to use an HMM.mp4 -

6.78 MB

002 Unsupervised or Supervised.mp4 -

5.27 MB

003 Where to get the Code and Data.mp4 -

2.09 MB

004 How to Succeed in this Course.mp4 -

8.78 MB

02 Markov Models
005 The Markov Property.mp4 -

8.31 MB

006 Markov Models.mp4 -

8.17 MB

007 The Math of Markov Chains.mp4 -

9.04 MB

03 Markov Models Example Problems and Applications
008 Example Problem Sick or Healthy.mp4 -

5.54 MB

009 Example Problem Expected number of continuously sick days.mp4 -

4.63 MB

010 Example application SEO and Bounce Rate Optimization.mp4 -

15.82 MB

011 Example Application Build a 2nd-order language model and generate phrases.mp4 -

26.93 MB

012 Example Application Googles PageRank algorithm.mp4 -

8.72 MB

04 Hidden Markov Models for Discrete Observations
013 From Markov Models to Hidden Markov Models.mp4 -

10.17 MB

014 HMMs are Doubly Embedded.mp4 -

3.14 MB

015 How can we choose the number of hidden states.mp4 -

7.34 MB

016 The Forward-Backward Algorithm.mp4 -

6.78 MB

017 Visual Intuition for the Forward Algorithm.mp4 -

6.03 MB

018 The Viterbi Algorithm.mp4 -

5.03 MB

019 Visual Intuition for the Viterbi Algorithm.mp4 -

5.73 MB

020 The Baum-Welch Algorithm.mp4 -

4.35 MB

021 Baum-Welch Explanation and Intuition.mp4 -

11.96 MB

022 Baum-Welch Updates for Multiple Observations.mp4 -

7.48 MB

023 Discrete HMM in Code.mp4 -

47.42 MB

024 The underflow problem and how to solve it.mp4 -

7.65 MB

025 Discrete HMM Updates in Code with Scaling.mp4 -

29.14 MB

026 Scaled Viterbi Algorithm in Log Space.mp4 -

9.23 MB

05 Discrete HMMs Using Deep Learning Libraries
027 Gradient Descent Tutorial.mp4 -

8.43 MB

028 Theano Scan Tutorial.mp4 -

23.76 MB

029 Discrete HMM in Theano.mp4 -

30.74 MB

030 Improving our Gradient Descent-Based HMM.mp4 -

8 MB

031 Tensorflow Scan Tutorial.mp4 -

23.07 MB

032 Discrete HMM in Tensorflow.mp4 -

16.44 MB

06 HMMs for Continuous Observations
033 Gaussian Mixture Models with Hidden Markov Models.mp4 -

6.27 MB

034 Generating Data from a Real-Valued HMM.mp4 -

14.94 MB

035 Continuous-Observation HMM in Code part 1.mp4 -

46.69 MB

036 Continuous-Observation HMM in Code part 2.mp4 -

15.28 MB

037 Continuous HMM in Theano.mp4 -

45.41 MB

038 Continuous HMM in Tensorflow.mp4 -

22.45 MB

07 HMMs for Classification
039 Generative vs. Discriminative Classifiers.mp4 -

4.12 MB

040 HMM Classification on Poetry Data Robert Frost vs. Edgar Allan Poe.mp4 -

24.39 MB

08 Bonus Example Parts-of-Speech Tagging
041 Parts-of-Speech Tagging Concepts.mp4 -

8.51 MB

042 POS Tagging with an HMM.mp4 -

14.38 MB

09 Appendix
043 Review of Gaussian Mixture Models.mp4 -

4.99 MB

044 Theano Tutorial.mp4 -

19.86 MB

045 Tensorflow Tutorial.mp4 -

13.88 MB

046 How to install Numpy Scipy Matplotlib Pandas IPython Theano and TensorFlow.mp4 -

43.92 MB

047 How to Code by Yourself part 1.mp4 -

24.53 MB

048 How to Code by Yourself part 2.mp4 -

14.8 MB

049 BONUS Where to get Udemy coupons and FREE deep learning material.mp4 -

4.02 MB

[DesireCourse.Com].txt -

754 bytes

Description

Unsupervised Machine Learning Hidden Markov Models in Python

HMMs for stock price analysis, language modeling, web analytics, biology, and PageRank.

For More Courses Visit: https://desirecourse.com

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Udemy - Unsupervised Machine Learning Hidden Markov Models in Pyt

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