Cluster Analysis and Unsupervised Machine Learning in Python | 0100A1B15E8426EAD6A9EBD9669D2A7DD156E3B9

Cluster Analysis and Unsupervised Machine Learning in Python

Name	Cluster Analysis and Unsupervised Machine Learning in Python	DOWNLOAD Copy Link
Total Size	2.0 GB
Total Files	115
Last Seen	2024-11-11 23:42
Hash	0100A1B15E8426EAD6A9EBD9669D2A7DD156E3B9

/.../5. Setting Up Your Environment (FAQ by Student Request)/
1. Windows-Focused Environment Setup 2018.mp4	195.4 MB
1. Windows-Focused Environment Setup 2018.srt	20.6 KB
2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4	46.0 MB
2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.srt	14.8 KB
/
TutsNode.com.txt	0.1 KB
[TGx]Downloaded from torrentgalaxy.to .txt	0.6 KB
/.../1. Introduction to Unsupervised Learning/
1. Introduction.mp4	47.9 MB
1. Introduction.srt	7.1 KB
2. Course Outline.mp4	21.2 MB
2. Course Outline.srt	6.1 KB
3. What is unsupervised learning used for.mp4	30.5 MB
3. What is unsupervised learning used for.srt	7.4 KB
4. Why Use Clustering.mp4	57.5 MB
4. Why Use Clustering.srt	12.4 KB
5. Where to get the code.mp4	24.2 MB
5. Where to get the code.srt	6.4 KB
5.1 Github Link.html	0.1 KB
6. Anyone Can Succeed in this Course.mp4	81.9 MB
6. Anyone Can Succeed in this Course.srt	17.5 KB
/2. K-Means Clustering/
1. An Easy Introduction to K-Means Clustering.mp4	13.2 MB
1. An Easy Introduction to K-Means Clustering.srt	9.7 KB
2. Hard K-Means Exercise Prompt 1.mp4	52.5 MB
2. Hard K-Means Exercise Prompt 1.srt	11.8 KB
3. Hard K-Means Exercise 1 Solution.mp4	58.1 MB
3. Hard K-Means Exercise 1 Solution.srt	14.1 KB
4. Hard K-Means Exercise Prompt 2.mp4	24.1 MB
4. Hard K-Means Exercise Prompt 2.srt	6.3 KB
5. Hard K-Means Exercise 2 Solution.mp4	34.9 MB
5. Hard K-Means Exercise 2 Solution.srt	8.6 KB
6. Hard K-Means Exercise Prompt 3.mp4	43.9 MB
6. Hard K-Means Exercise Prompt 3.srt	8.9 KB
7. Hard K-Means Exercise 3 Solution.mp4	95.8 MB
7. Hard K-Means Exercise 3 Solution.srt	21.0 KB
8. Hard K-Means Objective Theory.mp4	54.4 MB
8. Hard K-Means Objective Theory.srt	17.4 KB
9. Hard K-Means Objective Code.mp4	29.0 MB
9. Hard K-Means Objective Code.srt	6.1 KB
10. Soft K-Means.mp4	26.5 MB
10. Soft K-Means.srt	7.1 KB
11. The Soft K-Means Objective Function.mp4	3.2 MB
11. The Soft K-Means Objective Function.srt	2.1 KB
12. Soft K-Means in Python Code.mp4	31.7 MB
12. Soft K-Means in Python Code.srt	8.0 KB
13. How to Pace Yourself.mp4	23.5 MB
13. How to Pace Yourself.srt	4.8 KB
14. Visualizing Each Step of K-Means.mp4	5.5 MB
14. Visualizing Each Step of K-Means.srt	2.7 KB
15. Examples of where K-Means can fail.mp4	17.8 MB
15. Examples of where K-Means can fail.srt	5.3 KB
16. Disadvantages of K-Means Clustering.mp4	4.1 MB
16. Disadvantages of K-Means Clustering.srt	3.4 KB
17. How to Evaluate a Clustering (Purity, Davies-Bouldin Index).mp4	11.9 MB
17. How to Evaluate a Clustering (Purity, Davies-Bouldin Index).srt	9.2 KB
18. Using K-Means on Real Data MNIST.mp4	11.2 MB
18. Using K-Means on Real Data MNIST.srt	7.1 KB
19. One Way to Choose K.mp4	9.5 MB
19. One Way to Choose K.srt	5.2 KB
20. K-Means Application Finding Clusters of Related Words.mp4	27.2 MB
20. K-Means Application Finding Clusters of Related Words.srt	8.6 KB
21. Clustering for NLP and Computer Vision Real-World Applications.mp4	44.5 MB
21. Clustering for NLP and Computer Vision Real-World Applications.srt	9.4 KB
22. Suggestion Box.mp4	16.9 MB
22. Suggestion Box.srt	4.8 KB
/3. Hierarchical Clustering/
1. Visual Walkthrough of Agglomerative Hierarchical Clustering.mp4	4.6 MB
1. Visual Walkthrough of Agglomerative Hierarchical Clustering.srt	3.6 KB
2. Agglomerative Clustering Options.mp4	6.5 MB
2. Agglomerative Clustering Options.srt	5.6 KB
3. Using Hierarchical Clustering in Python and Interpreting the Dendrogram.mp4	12.4 MB
3. Using Hierarchical Clustering in Python and Interpreting the Dendrogram.srt	4.5 KB
4. Application Evolution.mp4	27.7 MB
4. Application Evolution.srt	16.6 KB
5. Application Donald Trump vs. Hillary Clinton Tweets.mp4	37.0 MB
5. Application Donald Trump vs. Hillary Clinton Tweets.srt	19.9 KB
/.../4. Gaussian Mixture Models (GMMs)/
1. Gaussian Mixture Model (GMM) Algorithm.mp4	69.0 MB
1. Gaussian Mixture Model (GMM) Algorithm.srt	20.6 KB
2. Write a Gaussian Mixture Model in Python Code.mp4	144.1 MB
2. Write a Gaussian Mixture Model in Python Code.srt	25.5 KB
3. Practical Issues with GMM Singular Covariance.mp4	45.4 MB
3. Practical Issues with GMM Singular Covariance.srt	12.4 KB
4. Comparison between GMM and K-Means.mp4	20.1 MB
4. Comparison between GMM and K-Means.srt	5.1 KB
5. Kernel Density Estimation.mp4	31.4 MB
5. Kernel Density Estimation.srt	8.6 KB
6. GMM vs Bayes Classifier (pt 1).mp4	43.3 MB
6. GMM vs Bayes Classifier (pt 1).srt	12.8 KB
7. GMM vs Bayes Classifier (pt 2).mp4	47.4 MB
7. GMM vs Bayes Classifier (pt 2).srt	15.0 KB
8. Expectation-Maximization (pt 1).mp4	52.2 MB
8. Expectation-Maximization (pt 1).srt	15.3 KB
9. Expectation-Maximization (pt 2).mp4	11.4 MB
9. Expectation-Maximization (pt 2).srt	2.7 KB
10. Expectation-Maximization (pt 3).mp4	32.8 MB
10. Expectation-Maximization (pt 3).srt	10.3 KB
11. Future Unsupervised Learning Algorithms You Will Learn.mp4	2.0 MB
11. Future Unsupervised Learning Algorithms You Will Learn.srt	1.4 KB
/.../6. Extra Help With Python Coding for Beginners (FAQ by Student Request)/
1. How to Code by Yourself (part 1).mp4	25.7 MB
1. How to Code by Yourself (part 1).srt	23.3 KB
2. How to Code by Yourself (part 2).mp4	15.5 MB
2. How to Code by Yourself (part 2).srt	13.6 KB
3. Proof that using Jupyter Notebook is the same as not using it.mp4	82.1 MB
3. Proof that using Jupyter Notebook is the same as not using it.srt	14.5 KB
4. Python 2 vs Python 3.mp4	8.2 MB
4. Python 2 vs Python 3.srt	6.2 KB
/.../7. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/
1. How to Succeed in this Course (Long Version).mp4	19.2 MB
1. How to Succeed in this Course (Long Version).srt	14.9 KB
2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4	40.8 MB
2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.srt	32.5 KB
3. Machine Learning and AI Prerequisite Roadmap (pt 1).mp4	30.7 MB
3. Machine Learning and AI Prerequisite Roadmap (pt 1).srt	16.4 KB
4. Machine Learning and AI Prerequisite Roadmap (pt 2).mp4	39.4 MB
4. Machine Learning and AI Prerequisite Roadmap (pt 2).srt	23.6 KB
/.../8. Appendix FAQ Finale/
1. What is the Appendix.mp4	5.7 MB
1. What is the Appendix.srt	3.8 KB
2. BONUS Where to get discount coupons and FREE deep learning material.mp4	39.6 MB
2. BONUS Where to get discount coupons and FREE deep learning material.srt	8.1 KB
Total files 115