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Udemy - Cluster Analysis and Unsupervised Machine Learning in Python (11.2023)
大小 1.61 GB
文件数 116
Info Hash: 35F990946AD5AC27143C674CF93E9EE387F7699D
收录时间 2026-01-13 02:55:12
更新时间 2026-01-13 02:55:12
文件列表 (116)
01 - Introduction to Unsupervised Learning/001 Introduction.mp4
45.64 MB
01 - Introduction to Unsupervised Learning/001 Introduction.srt
6.89 KB
01 - Introduction to Unsupervised Learning/002 Course Outline.mp4
8.7 MB
01 - Introduction to Unsupervised Learning/002 Course Outline.srt
6 KB
01 - Introduction to Unsupervised Learning/003 What is unsupervised learning used for.mp4
29.06 MB
01 - Introduction to Unsupervised Learning/003 What is unsupervised learning used for.srt
7.19 KB
01 - Introduction to Unsupervised Learning/004 Why Use Clustering.mp4
54.84 MB
01 - Introduction to Unsupervised Learning/004 Why Use Clustering.srt
12.15 KB
01 - Introduction to Unsupervised Learning/005 Github-Link.url
83 B
01 - Introduction to Unsupervised Learning/005 Where to get the code.mp4
9.36 MB
01 - Introduction to Unsupervised Learning/005 Where to get the code.srt
6.26 KB
01 - Introduction to Unsupervised Learning/006 How to Succeed in this Course.mp4
16.23 MB
01 - Introduction to Unsupervised Learning/006 How to Succeed in this Course.srt
4.43 KB
01 - Introduction to Unsupervised Learning/external-links.txt
80 B
02 - K-Means Clustering/001 An Easy Introduction to K-Means Clustering.mp4
16.18 MB
02 - K-Means Clustering/001 An Easy Introduction to K-Means Clustering.srt
9.44 KB
02 - K-Means Clustering/002 Hard K-Means Exercise Prompt 1.mp4
23.93 MB
02 - K-Means Clustering/002 Hard K-Means Exercise Prompt 1.srt
11.53 KB
02 - K-Means Clustering/003 Hard K-Means Exercise 1 Solution.mp4
30.52 MB
02 - K-Means Clustering/003 Hard K-Means Exercise 1 Solution.srt
13.82 KB
02 - K-Means Clustering/004 Hard K-Means Exercise Prompt 2.mp4
9.33 MB
02 - K-Means Clustering/004 Hard K-Means Exercise Prompt 2.srt
6.13 KB
02 - K-Means Clustering/005 Hard K-Means Exercise 2 Solution.mp4
15.09 MB
02 - K-Means Clustering/005 Hard K-Means Exercise 2 Solution.srt
8.44 KB
02 - K-Means Clustering/006 Hard K-Means Exercise Prompt 3.mp4
15.6 MB
02 - K-Means Clustering/006 Hard K-Means Exercise Prompt 3.srt
8.71 KB
02 - K-Means Clustering/007 Hard K-Means Exercise 3 Solution.mp4
53.66 MB
02 - K-Means Clustering/007 Hard K-Means Exercise 3 Solution.srt
20.51 KB
02 - K-Means Clustering/008 Hard K-Means Objective Theory.mp4
26.07 MB
02 - K-Means Clustering/008 Hard K-Means Objective Theory.srt
16.95 KB
02 - K-Means Clustering/009 Hard K-Means Objective Code.mp4
20.78 MB
02 - K-Means Clustering/009 Hard K-Means Objective Code.srt
5.99 KB
02 - K-Means Clustering/010 Soft K-Means.mp4
10.03 MB
02 - K-Means Clustering/010 Soft K-Means.srt
6.95 KB
02 - K-Means Clustering/011 The Soft K-Means Objective Function.mp4
3.17 MB
02 - K-Means Clustering/011 The Soft K-Means Objective Function.srt
1.99 KB
02 - K-Means Clustering/012 Soft K-Means in Python Code.mp4
35.45 MB
02 - K-Means Clustering/012 Soft K-Means in Python Code.srt
7.49 KB
02 - K-Means Clustering/013 How to Pace Yourself.mp4
7.88 MB
02 - K-Means Clustering/013 How to Pace Yourself.srt
4.71 KB
02 - K-Means Clustering/014 Visualizing Each Step of K-Means.mp4
9.04 MB
02 - K-Means Clustering/014 Visualizing Each Step of K-Means.srt
2.57 KB
02 - K-Means Clustering/015 Examples of where K-Means can fail.mp4
24.61 MB
02 - K-Means Clustering/015 Examples of where K-Means can fail.srt
5.2 KB
02 - K-Means Clustering/016 Disadvantages of K-Means Clustering.mp4
4.5 MB
02 - K-Means Clustering/016 Disadvantages of K-Means Clustering.srt
3.17 KB
02 - K-Means Clustering/017 How to Evaluate a Clustering (Purity, Davies-Bouldin Index).mp4
25.82 MB
02 - K-Means Clustering/017 How to Evaluate a Clustering (Purity, Davies-Bouldin Index).srt
8.68 KB
02 - K-Means Clustering/018 Using K-Means on Real Data MNIST.mp4
18.31 MB
02 - K-Means Clustering/018 Using K-Means on Real Data MNIST.srt
6.72 KB
02 - K-Means Clustering/019 One Way to Choose K.mp4
9.65 MB
02 - K-Means Clustering/019 One Way to Choose K.srt
5.08 KB
02 - K-Means Clustering/020 K-Means Application Finding Clusters of Related Words.mp4
63.95 MB
02 - K-Means Clustering/020 K-Means Application Finding Clusters of Related Words.srt
8.39 KB
02 - K-Means Clustering/021 Clustering for NLP and Computer Vision Real-World Applications.mp4
15.19 MB
02 - K-Means Clustering/021 Clustering for NLP and Computer Vision Real-World Applications.srt
9.14 KB
02 - K-Means Clustering/022 Suggestion Box.mp4
27.12 MB
02 - K-Means Clustering/022 Suggestion Box.srt
4.75 KB
03 - Hierarchical Clustering/001 Visual Walkthrough of Agglomerative Hierarchical Clustering.mp4
3.85 MB
03 - Hierarchical Clustering/001 Visual Walkthrough of Agglomerative Hierarchical Clustering.srt
3.38 KB
03 - Hierarchical Clustering/002 Agglomerative Clustering Options.mp4
5.48 MB
03 - Hierarchical Clustering/002 Agglomerative Clustering Options.srt
5.23 KB
03 - Hierarchical Clustering/003 Using Hierarchical Clustering in Python and Interpreting the Dendrogram.mp4
10.16 MB
03 - Hierarchical Clustering/003 Using Hierarchical Clustering in Python and Interpreting the Dendrogram.srt
4.21 KB
03 - Hierarchical Clustering/004 Application Evolution.mp4
41.17 MB
03 - Hierarchical Clustering/004 Application Evolution.srt
16.22 KB
03 - Hierarchical Clustering/005 Application Donald Trump vs. Hillary Clinton Tweets.mp4
40.72 MB
03 - Hierarchical Clustering/005 Application Donald Trump vs. Hillary Clinton Tweets.srt
19.41 KB
04 - Gaussian Mixture Models (GMMs)/001 Gaussian Mixture Model (GMM) Algorithm.mp4
27.64 MB
04 - Gaussian Mixture Models (GMMs)/001 Gaussian Mixture Model (GMM) Algorithm.srt
20.16 KB
04 - Gaussian Mixture Models (GMMs)/002 Write a Gaussian Mixture Model in Python Code.mp4
107.22 MB
04 - Gaussian Mixture Models (GMMs)/002 Write a Gaussian Mixture Model in Python Code.srt
24.9 KB
04 - Gaussian Mixture Models (GMMs)/003 Practical Issues with GMM Singular Covariance.mp4
18.63 MB
04 - Gaussian Mixture Models (GMMs)/003 Practical Issues with GMM Singular Covariance.srt
12.12 KB
04 - Gaussian Mixture Models (GMMs)/004 Comparison between GMM and K-Means.mp4
8.01 MB
04 - Gaussian Mixture Models (GMMs)/004 Comparison between GMM and K-Means.srt
4.99 KB
04 - Gaussian Mixture Models (GMMs)/005 Kernel Density Estimation.mp4
12.66 MB
04 - Gaussian Mixture Models (GMMs)/005 Kernel Density Estimation.srt
8.41 KB
04 - Gaussian Mixture Models (GMMs)/006 GMM vs Bayes Classifier (pt 1).mp4
17.28 MB
04 - Gaussian Mixture Models (GMMs)/006 GMM vs Bayes Classifier (pt 1).srt
12.5 KB
04 - Gaussian Mixture Models (GMMs)/007 GMM vs Bayes Classifier (pt 2).mp4
18.82 MB
04 - Gaussian Mixture Models (GMMs)/007 GMM vs Bayes Classifier (pt 2).srt
14.64 KB
04 - Gaussian Mixture Models (GMMs)/008 Expectation-Maximization (pt 1).mp4
20.77 MB
04 - Gaussian Mixture Models (GMMs)/008 Expectation-Maximization (pt 1).srt
14.92 KB
04 - Gaussian Mixture Models (GMMs)/009 Expectation-Maximization (pt 2).mp4
4.36 MB
04 - Gaussian Mixture Models (GMMs)/009 Expectation-Maximization (pt 2).srt
2.62 KB
04 - Gaussian Mixture Models (GMMs)/010 Expectation-Maximization (pt 3).mp4
13.08 MB
04 - Gaussian Mixture Models (GMMs)/010 Expectation-Maximization (pt 3).srt
10.06 KB
04 - Gaussian Mixture Models (GMMs)/011 Future Unsupervised Learning Algorithms You Will Learn.mp4
2.19 MB
04 - Gaussian Mixture Models (GMMs)/011 Future Unsupervised Learning Algorithms You Will Learn.srt
1.35 KB
05 - Setting Up Your Environment (FAQ by Student Request)/001 Pre-Installation Check.mp4
8.92 MB
05 - Setting Up Your Environment (FAQ by Student Request)/001 Pre-Installation Check.srt
6.6 KB
05 - Setting Up Your Environment (FAQ by Student Request)/002 Anaconda Environment Setup.mp4
167.96 MB
05 - Setting Up Your Environment (FAQ by Student Request)/002 Anaconda Environment Setup.srt
20.1 KB
05 - Setting Up Your Environment (FAQ by Student Request)/003 How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4
74.68 MB
05 - Setting Up Your Environment (FAQ by Student Request)/003 How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.srt
14.48 KB
06 - Extra Help With Python Coding for Beginners (FAQ by Student Request)/001 How to Code by Yourself (part 1).mp4
56.12 MB
06 - Extra Help With Python Coding for Beginners (FAQ by Student Request)/001 How to Code by Yourself (part 1).srt
22.76 KB
06 - Extra Help With Python Coding for Beginners (FAQ by Student Request)/002 How to Code by Yourself (part 2).mp4
20.87 MB
06 - Extra Help With Python Coding for Beginners (FAQ by Student Request)/002 How to Code by Yourself (part 2).srt
13.26 KB
06 - Extra Help With Python Coding for Beginners (FAQ by Student Request)/003 Proof that using Jupyter Notebook is the same as not using it.mp4
64.31 MB
06 - Extra Help With Python Coding for Beginners (FAQ by Student Request)/003 Proof that using Jupyter Notebook is the same as not using it.srt
14.11 KB
06 - Extra Help With Python Coding for Beginners (FAQ by Student Request)/004 Python 2 vs Python 3.mp4
7.61 MB
06 - Extra Help With Python Coding for Beginners (FAQ by Student Request)/004 Python 2 vs Python 3.srt
6.09 KB
07 - Effective Learning Strategies for Machine Learning (FAQ by Student Request)/001 How to Succeed in this Course (Long Version).mp4
17.87 MB
07 - Effective Learning Strategies for Machine Learning (FAQ by Student Request)/001 How to Succeed in this Course (Long Version).srt
14.54 KB
07 - Effective Learning Strategies for Machine Learning (FAQ by Student Request)/002 Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4
42.46 MB
07 - Effective Learning Strategies for Machine Learning (FAQ by Student Request)/002 Is this for Beginners or Experts Academic or Practical Fast or slow-paced.srt
31.78 KB
07 - Effective Learning Strategies for Machine Learning (FAQ by Student Request)/003 Machine Learning and AI Prerequisite Roadmap (pt 1).mp4
75.76 MB
07 - Effective Learning Strategies for Machine Learning (FAQ by Student Request)/003 Machine Learning and AI Prerequisite Roadmap (pt 1).srt
16.03 KB
07 - Effective Learning Strategies for Machine Learning (FAQ by Student Request)/004 Machine Learning and AI Prerequisite Roadmap (pt 2).mp4
81.25 MB
07 - Effective Learning Strategies for Machine Learning (FAQ by Student Request)/004 Machine Learning and AI Prerequisite Roadmap (pt 2).srt
23.04 KB
08 - Appendix FAQ Finale/001 What is the Appendix.mp4
6.14 MB
08 - Appendix FAQ Finale/001 What is the Appendix.srt
3.72 KB
08 - Appendix FAQ Finale/002 BONUS.mp4
39.87 MB
08 - Appendix FAQ Finale/002 BONUS.srt
7.82 KB
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