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TORRENT DETAILS
Linkedin - Machine Learning And AI Foundations - Decision Trees With KNIME
TORRENT SUMMARY
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Many data science specialists are looking to pivot toward focusing on machine learning. In this course, Keith McCormick covers the essentials of machine learning pertaining to predictive analytics and working with decision trees. Explore several popular tree algorithms and learn how to use reverse engineering to identify specific variables. nstrations of using the KNIME modeler are included so you can understand how decision trees work. This course is designed to give you a solid foundation on which to build more advanced data science skills.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/01 - The basics of decision trees.mp4
7.2 MB
~Get Your Files Here !/01 - Introduction/01 - The basics of decision trees.srt
2.1 KB
~Get Your Files Here !/01 - Introduction/02 - What you should know.mp4
2 MB
~Get Your Files Here !/01 - Introduction/02 - What you should know.srt
1.6 KB
~Get Your Files Here !/01 - Introduction/03 - How to use the practice files.mp4
4.5 MB
~Get Your Files Here !/01 - Introduction/03 - How to use the practice files.srt
2.2 KB
~Get Your Files Here !/02 - 1. Introducing Decision Trees/01 - What is a decision tree.mp4
7.2 MB
~Get Your Files Here !/02 - 1. Introducing Decision Trees/01 - What is a decision tree.srt
4.9 KB
~Get Your Files Here !/02 - 1. Introducing Decision Trees/02 - The pros and cons of decision trees.mp4
10.1 MB
~Get Your Files Here !/02 - 1. Introducing Decision Trees/02 - The pros and cons of decision trees.srt
8.1 KB
~Get Your Files Here !/02 - 1. Introducing Decision Trees/03 - Introducing KNIME.mp4
12.8 MB
~Get Your Files Here !/02 - 1. Introducing Decision Trees/03 - Introducing KNIME.srt
6 KB
~Get Your Files Here !/02 - 1. Introducing Decision Trees/04 - A quick review of machine learning basics with examples.mp4
20.3 MB
~Get Your Files Here !/02 - 1. Introducing Decision Trees/04 - A quick review of machine learning basics with examples.srt
10.4 KB
~Get Your Files Here !/02 - 1. Introducing Decision Trees/05 - An overview of decision tree algorithms.mp4
12.5 MB
~Get Your Files Here !/02 - 1. Introducing Decision Trees/05 - An overview of decision tree algorithms.srt
5.8 KB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/01 - Ross Quinlan, ID3, C4.5, and C5.0.mp4
5.7 MB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/01 - Ross Quinlan, ID3, C4.5, and C5.0.srt
3.6 KB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/02 - Understanding the entropy calculation.mp4
11.7 MB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/02 - Understanding the entropy calculation.srt
9.1 KB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/03 - How C4.5 handles missing data.mp4
6 MB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/03 - How C4.5 handles missing data.srt
4.4 KB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/04 - The Give Me Some Credit data set.mp4
7.9 MB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/04 - The Give Me Some Credit data set.srt
4.6 KB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/05 - Working with the prebuilt example.mp4
15.9 MB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/05 - Working with the prebuilt example.srt
8.8 KB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/06 - KNIME settings for C4.5.mp4
8.6 MB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/06 - KNIME settings for C4.5.srt
4.9 KB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/07 - How C4.5 handles nominal variables.mp4
7.4 MB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/07 - How C4.5 handles nominal variables.srt
3.6 KB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/08 - How C4.5 handles continuous variables.mp4
4.2 MB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/08 - How C4.5 handles continuous variables.srt
2.3 KB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/09 - Equal size sampling.mp4
6.4 MB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/09 - Equal size sampling.srt
3.3 KB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/10 - A quick look at the complete C4.5 tree.mp4
6.4 MB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/10 - A quick look at the complete C4.5 tree.srt
4.3 KB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/11 - Evaluating the accuracy of your C4.5 tree.mp4
9.3 MB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/11 - Evaluating the accuracy of your C4.5 tree.srt
4.4 KB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/12 - When to turn off pruning.mp4
16.4 MB
~Get Your Files Here !/03 - 2. Introducing the C5.0 Algorithm/12 - When to turn off pruning.srt
8.6 KB
~Get Your Files Here !/04 - 3. Introducing Classification Trees/01 - Introducing Leo Breiman and CART.mp4
11.6 MB
~Get Your Files Here !/04 - 3. Introducing Classification Trees/01 - Introducing Leo Breiman and CART.srt
5.9 KB
~Get Your Files Here !/04 - 3. Introducing Classification Trees/02 - What is the Gini coefficient.mp4
7 MB
~Get Your Files Here !/04 - 3. Introducing Classification Trees/02 - What is the Gini coefficient.srt
4 KB
~Get Your Files Here !/04 - 3. Introducing Classification Trees/03 - How CART handles missing data using surrogates.mp4
9.8 MB
~Get Your Files Here !/04 - 3. Introducing Classification Trees/03 - How CART handles missing data using surrogates.srt
8 KB
~Get Your Files Here !/04 - 3. Introducing Classification Trees/04 - Changing the settings in KNIME.mp4
7.8 MB
~Get Your Files Here !/04 - 3. Introducing Classification Trees/04 - Changing the settings in KNIME.srt
4.5 KB
~Get Your Files Here !/04 - 3. Introducing Classification Trees/05 - How CART handles nominal variables.mp4
4.6 MB
~Get Your Files Here !/04 - 3. Introducing Classification Trees/05 - How CART handles nominal variables.srt
2.6 KB
~Get Your Files Here !/04 - 3. Introducing Classification Trees/06 - A quick look at the complete CART tree.mp4
7.2 MB
~Get Your Files Here !/04 - 3. Introducing Classification Trees/06 - A quick look at the complete CART tree.srt
3.6 KB
~Get Your Files Here !/04 - 3. Introducing Classification Trees/07 - Evaluating the accuracy of your CART tree.mp4
3.4 MB
~Get Your Files Here !/04 - 3. Introducing Classification Trees/07 - Evaluating the accuracy of your CART tree.srt
2 KB
~Get Your Files Here !/05 - 4. Introducing Regression Trees/01 - MPG data set.mp4
4.5 MB
~Get Your Files Here !/05 - 4. Introducing Regression Trees/01 - MPG data set.srt
1.9 KB
~Get Your Files Here !/05 - 4. Introducing Regression Trees/02 - The regression tree prebuilt example.mp4
12 MB
~Get Your Files Here !/05 - 4. Introducing Regression Trees/02 - The regression tree prebuilt example.srt
6.3 KB
~Get Your Files Here !/05 - 4. Introducing Regression Trees/03 - The math behind regression trees.mp4
4 MB
~Get Your Files Here !/05 - 4. Introducing Regression Trees/03 - The math behind regression trees.srt
3.6 KB
~Get Your Files Here !/05 - 4. Introducing Regression Trees/04 - How RT handles nominal variables.mp4
11.1 MB
~Get Your Files Here !/05 - 4. Introducing Regression Trees/04 - How RT handles nominal variables.srt
6.5 KB
~Get Your Files Here !/05 - 4. Introducing Regression Trees/05 - Ordinal variable handling.mp4
10.1 MB
~Get Your Files Here !/05 - 4. Introducing Regression Trees/05 - Ordinal variable handling.srt
5.4 KB
~Get Your Files Here !/05 - 4. Introducing Regression Trees/06 - Closer look at a full regression tree.mp4
9.1 MB
~Get Your Files Here !/05 - 4. Introducing Regression Trees/06 - Closer look at a full regression tree.srt
5.3 KB
~Get Your Files Here !/05 - 4. Introducing Regression Trees/07 - KNIME's missing data options for regression trees.mp4
7.7 MB
~Get Your Files Here !/05 - 4. Introducing Regression Trees/07 - KNIME's missing data options for regression trees.srt
4.5 KB
~Get Your Files Here !/05 - 4. Introducing Regression Trees/08 - Line plot.mp4
7.9 MB
~Get Your Files Here !/05 - 4. Introducing Regression Trees/08 - Line plot.srt
3.8 KB
~Get Your Files Here !/05 - 4. Introducing Regression Trees/09 - Accuracy.mp4
6.6 MB
~Get Your Files Here !/05 - 4. Introducing Regression Trees/09 - Accuracy.srt
3.6 KB
~Get Your Files Here !/06 - Conclusion/01 - Next steps.mp4
1.7 MB
~Get Your Files Here !/06 - Conclusion/01 - Next steps.srt
1.6 KB
~Get Your Files Here !/Bonus Resources.txt
386 B
~Get Your Files Here !/Ex_Files_ML_and_AI_Foundations_Decision_Trees_KNIME/Exercise Files/Chapter_2_Example_for_Learning_a_Decision_Tree.knwf
787.2 KB
~Get Your Files Here !/Ex_Files_ML_and_AI_Foundations_Decision_Trees_KNIME/Exercise Files/Chapter_3_Example_for_Learning_a_Decision_Tree.knwf
787.2 KB
~Get Your Files Here !/Ex_Files_ML_and_AI_Foundations_Decision_Trees_KNIME/Exercise Files/Chapter_4_Example_for_Learning_a_Decision_Tree.knwf
