Lynda - Machine Learning and AI Foundations - Clustering and Association/Exercise Files/Ex_Files_Machine_Learning_AI_Clustering.zip |
25 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/1.Introduction/01.Welcome.mp4 |
6.1 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/1.Introduction/02.What you should know.en.srt |
4 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/1.Introduction/02.What you should know.mp4 |
3.3 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/1.Introduction/03.Using the exercise files.en.srt |
2 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/1.Introduction/03.Using the exercise files.mp4 |
4 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/1.Introduction/04.What is unsupervised machine learning.en.srt |
9 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/1.Introduction/04.What is unsupervised machine learning.mp4 |
9.3 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/2.1. What Is Cluster Analysis/05.Looking at the data with a 2D scatter plot.en.srt |
9 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/2.1. What Is Cluster Analysis/05.Looking at the data with a 2D scatter plot.mp4 |
18.7 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/2.1. What Is Cluster Analysis/06.Understanding hierarchical cluster analysis.en.srt |
8 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/2.1. What Is Cluster Analysis/06.Understanding hierarchical cluster analysis.mp4 |
18.5 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/2.1. What Is Cluster Analysis/07.Running hierarchical cluster analysis.en.srt |
7 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/2.1. What Is Cluster Analysis/07.Running hierarchical cluster analysis.mp4 |
10.7 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/2.1. What Is Cluster Analysis/08.Interpreting a dendrogram.en.srt |
6 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/2.1. What Is Cluster Analysis/08.Interpreting a dendrogram.mp4 |
10.4 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/2.1. What Is Cluster Analysis/09.Methods for measuring distance.en.srt |
9 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/2.1. What Is Cluster Analysis/09.Methods for measuring distance.mp4 |
16 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/2.1. What Is Cluster Analysis/10.What is k-nearest neighbors.en.srt |
8 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/2.1. What Is Cluster Analysis/10.What is k-nearest neighbors.mp4 |
12.1 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/11.How does k-means work.en.srt |
3 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/11.How does k-means work.mp4 |
6.2 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/12.Which variables should be used with k-means.en.srt |
5 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/12.Which variables should be used with k-means.mp4 |
8.6 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/13.Interpreting a box plot.en.srt |
11 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/13.Interpreting a box plot.mp4 |
8.6 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/14.Running a k-means cluster analysis.en.srt |
5 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/14.Running a k-means cluster analysis.mp4 |
10.4 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/15.Interpreting cluster analysis output.en.srt |
9 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/15.Interpreting cluster analysis output.mp4 |
14.4 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/16.What does silhouette mean.en.srt |
4 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/16.What does silhouette mean.mp4 |
3.2 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/17.Which cases should be used with k-means.en.srt |
8 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/17.Which cases should be used with k-means.mp4 |
11.1 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/18.Finding optimum value for k - k = 3.en.srt |
8 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/18.Finding optimum value for k - k = 3.mp4 |
12.6 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/19.Finding optimum value for k - k = 4.en.srt |
10 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/19.Finding optimum value for k - k = 4.mp4 |
14.2 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/20.Finding optimum value for k - k = 5.en.srt |
8 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/20.Finding optimum value for k - k = 5.mp4 |
12.2 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/21.What the best solution.en.srt |
6 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/3.2. K-Means/21.What the best solution.mp4 |
9.9 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/4.3. Visualizing and Reporting Cluster Solutions/22.Summarizing cluster means in a table.en.srt |
8 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/4.3. Visualizing and Reporting Cluster Solutions/22.Summarizing cluster means in a table.mp4 |
14.2 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/4.3. Visualizing and Reporting Cluster Solutions/23.Traffic Light feature in Excel.en.srt |
6 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/4.3. Visualizing and Reporting Cluster Solutions/23.Traffic Light feature in Excel.mp4 |
9.2 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/4.3. Visualizing and Reporting Cluster Solutions/24.Line graphs.en.srt |
12 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/4.3. Visualizing and Reporting Cluster Solutions/24.Line graphs.mp4 |
19.4 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/5.4. Cluster Methods for Categorical Variables/25.Relating clusters to categories statistically.en.srt |
11 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/5.4. Cluster Methods for Categorical Variables/25.Relating clusters to categories statistically.mp4 |
17.7 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/5.4. Cluster Methods for Categorical Variables/26.Relating clusters to categories visually.en.srt |
5 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/5.4. Cluster Methods for Categorical Variables/26.Relating clusters to categories visually.mp4 |
6.6 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/5.4. Cluster Methods for Categorical Variables/27.Running a multiple correspondence analysis.en.srt |
9 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/5.4. Cluster Methods for Categorical Variables/27.Running a multiple correspondence analysis.mp4 |
17 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/5.4. Cluster Methods for Categorical Variables/28.Interpreting a perceptual map.en.srt |
5 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/5.4. Cluster Methods for Categorical Variables/28.Interpreting a perceptual map.mp4 |
11.1 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/5.4. Cluster Methods for Categorical Variables/29.Using cluster analysis and decision trees together.en.srt |
15 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/5.4. Cluster Methods for Categorical Variables/29.Using cluster analysis and decision trees together.mp4 |
14.2 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/5.4. Cluster Methods for Categorical Variables/30.A BIRCH_two-step example.en.srt |
8 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/5.4. Cluster Methods for Categorical Variables/30.A BIRCH_two-step example.mp4 |
13.1 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/5.4. Cluster Methods for Categorical Variables/31.A self organizing map example.en.srt |
11 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/5.4. Cluster Methods for Categorical Variables/31.A self organizing map example.mp4 |
20.3 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/6.5. Anomaly Detection/32.The k = 1 trick.en.srt |
11 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/6.5. Anomaly Detection/32.The k = 1 trick.mp4 |
20.7 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/6.5. Anomaly Detection/33.Anomaly detection algorithms.en.srt |
7 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/6.5. Anomaly Detection/33.Anomaly detection algorithms.mp4 |
14.5 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/6.5. Anomaly Detection/34.Using SOM for anomaly detection.en.srt |
10 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/6.5. Anomaly Detection/34.Using SOM for anomaly detection.mp4 |
21.7 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/7.6. Association Rules and Sequence Detection/35.Intro to association rules and sequence analysis.en.srt |
8 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/7.6. Association Rules and Sequence Detection/35.Intro to association rules and sequence analysis.mp4 |
7.2 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/7.6. Association Rules and Sequence Detection/36.Running association rules.en.srt |
9 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/7.6. Association Rules and Sequence Detection/36.Running association rules.mp4 |
18.6 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/7.6. Association Rules and Sequence Detection/37.Some association rules terminology.en.srt |
5 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/7.6. Association Rules and Sequence Detection/37.Some association rules terminology.mp4 |
4.5 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/7.6. Association Rules and Sequence Detection/38.Interpreting association rules.en.srt |
11 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/7.6. Association Rules and Sequence Detection/38.Interpreting association rules.mp4 |
18.2 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/7.6. Association Rules and Sequence Detection/39.Putting association rules to use.en.srt |
8 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/7.6. Association Rules and Sequence Detection/39.Putting association rules to use.mp4 |
15.6 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/7.6. Association Rules and Sequence Detection/40.Comparing clustering and association rules.en.srt |
5 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/7.6. Association Rules and Sequence Detection/40.Comparing clustering and association rules.mp4 |
5.8 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/7.6. Association Rules and Sequence Detection/41.Sequence detection.en.srt |
9 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/7.6. Association Rules and Sequence Detection/41.Sequence detection.mp4 |
14.4 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/8.Conclusion/42.Next steps.en.srt |
3 KB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/8.Conclusion/42.Next steps.mp4 |
2.4 MB |
Lynda - Machine Learning and AI Foundations - Clustering and Association/1.Introduction/01.Welcome.en.srt |
1 KB |