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[ TutGee.com ] Udemy - Machine Learning For BI, PART 4 - Unsupervised Learning
TORRENT SUMMARY
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Learn powerful Unsupervised Machine Learning techniques like clustering, association mining, outlier detection and more!
What you'll learn
Build foundational Machine Learning & data science skills WITHOUT writing complex code
Use intuitive, user-friendly tools like Microsoft Excel to introduce & demystify machine learning tools & techniques
Explore powerful techniques for clustering, association mining, outlier detection, and dimensionality reduction
Learn how ML models like K-Means, Apriori, Markov and Principal Component Analysis actually work
Enjoy unique, hands-on s to see how Unsupervised ML can be applied to real-world Business Intelligence projects
Requirements
This is a beginner-friendly course (no prior knowledge or math/stats background required)
We'll use Microsoft Excel (Office 365) for some course s, but participation is optional
This is PART 4 of our Machine Learning for BI series (we recommend taking Parts 1, 2 & 3 first)
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Getting Started/001 Course Structure & Outline.mp4
28.5 MB
~Get Your Files Here !/01 - Getting Started/001 Course Structure & Outline_en.srt
3 KB
~Get Your Files Here !/01 - Getting Started/002 READ ME Important Notes for New Students.html
4.8 KB
~Get Your Files Here !/01 - Getting Started/003 About This Series.mp4
2.2 MB
~Get Your Files Here !/01 - Getting Started/003 About This Series_en.srt
442 B
~Get Your Files Here !/01 - Getting Started/004 DOWNLOAD Course Resources.html
784 B
~Get Your Files Here !/01 - Getting Started/004 Machine-Learning-Part-4-Unsupervised.pdf
17.1 MB
~Get Your Files Here !/01 - Getting Started/004 Maven-ML-Demos-Part-4.xlsx
3.5 MB
~Get Your Files Here !/01 - Getting Started/005 Setting Expectations.mp4
11.6 MB
~Get Your Files Here !/01 - Getting Started/005 Setting Expectations_en.srt
3 KB
~Get Your Files Here !/02 - Intro to Unsupervised ML/001 Supervised vs. Unsupervised Learning.mp4
10.5 MB
~Get Your Files Here !/02 - Intro to Unsupervised ML/001 Supervised vs. Unsupervised Learning_en.srt
2.8 KB
~Get Your Files Here !/02 - Intro to Unsupervised ML/002 Common Unsupervised Techniques.mp4
7.2 MB
~Get Your Files Here !/02 - Intro to Unsupervised ML/002 Common Unsupervised Techniques_en.srt
2.1 KB
~Get Your Files Here !/02 - Intro to Unsupervised ML/003 Unsupervised ML Workflow.mp4
9.1 MB
~Get Your Files Here !/02 - Intro to Unsupervised ML/003 Unsupervised ML Workflow_en.srt
2.5 KB
~Get Your Files Here !/02 - Intro to Unsupervised ML/004 Feature Engineering.mp4
6.7 MB
~Get Your Files Here !/02 - Intro to Unsupervised ML/004 Feature Engineering_en.srt
1.9 KB
~Get Your Files Here !/02 - Intro to Unsupervised ML/005 KEY TAKEAWAYS Intro to Unsupervised ML.mp4
6.1 MB
~Get Your Files Here !/02 - Intro to Unsupervised ML/005 KEY TAKEAWAYS Intro to Unsupervised ML_en.srt
1.9 KB
~Get Your Files Here !/03 - Clustering & Segmentation/001 Introduction.mp4
4.5 MB
~Get Your Files Here !/03 - Clustering & Segmentation/001 Introduction_en.srt
1.5 KB
~Get Your Files Here !/03 - Clustering & Segmentation/002 Clustering Basics.mp4
10.4 MB
~Get Your Files Here !/03 - Clustering & Segmentation/002 Clustering Basics_en.srt
2.8 KB
~Get Your Files Here !/03 - Clustering & Segmentation/003 Intro to K-Means.mp4
15.2 MB
~Get Your Files Here !/03 - Clustering & Segmentation/003 Intro to K-Means_en.srt
5 KB
~Get Your Files Here !/03 - Clustering & Segmentation/004 WSS & Elbow Plots.mp4
10.7 MB
~Get Your Files Here !/03 - Clustering & Segmentation/004 WSS & Elbow Plots_en.srt
3.3 KB
~Get Your Files Here !/03 - Clustering & Segmentation/005 K-Means FAQs.mp4
6.6 MB
~Get Your Files Here !/03 - Clustering & Segmentation/005 K-Means FAQs_en.srt
1.9 KB
~Get Your Files Here !/03 - Clustering & Segmentation/006 CASE STUDY K-Means.mp4
88.2 MB
~Get Your Files Here !/03 - Clustering & Segmentation/006 CASE STUDY K-Means_en.srt
17 KB
~Get Your Files Here !/03 - Clustering & Segmentation/007 Intro to Hierarchical Clustering.mp4
12.7 MB
~Get Your Files Here !/03 - Clustering & Segmentation/007 Intro to Hierarchical Clustering_en.srt
4.9 KB
~Get Your Files Here !/03 - Clustering & Segmentation/008 Anatomy of a Dendrogram.mp4
8.6 MB
~Get Your Files Here !/03 - Clustering & Segmentation/008 Anatomy of a Dendrogram_en.srt
2.8 KB
~Get Your Files Here !/03 - Clustering & Segmentation/009 Hierarchical Clustering FAQs.mp4
9.4 MB
~Get Your Files Here !/03 - Clustering & Segmentation/009 Hierarchical Clustering FAQs_en.srt
2.7 KB
~Get Your Files Here !/03 - Clustering & Segmentation/010 KEY TAKEAWAYS Clustering & Segmentation.mp4
7.3 MB
~Get Your Files Here !/03 - Clustering & Segmentation/010 KEY TAKEAWAYS Clustering & Segmentation_en.srt
2 KB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/001 Introduction.mp4
4.2 MB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/001 Introduction_en.srt
1.2 KB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/002 Association Mining Basics.mp4
7.7 MB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/002 Association Mining Basics_en.srt
2 KB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/003 The Apriori Algorithm.mp4
9 MB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/003 The Apriori Algorithm_en.srt
2 KB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/004 Basket Analysis Examples.mp4
23.5 MB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/004 Basket Analysis Examples_en.srt
6.9 KB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/005 Minimum Support Thresholds.mp4
7 MB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/005 Minimum Support Thresholds_en.srt
1.6 KB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/006 Infrequent Itemsets.mp4
18.8 MB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/006 Infrequent Itemsets_en.srt
4.7 KB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/007 Multiple Item Sets.mp4
7.8 MB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/007 Multiple Item Sets_en.srt
2.5 KB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/008 CASE STUDY Apriori.mp4
52.5 MB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/008 CASE STUDY Apriori_en.srt
10.8 KB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/009 Markov Chains.mp4
24.8 MB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/009 Markov Chains_en.srt
7.1 KB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/010 CASE STUDY Markov Chains.mp4
28.6 MB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/010 CASE STUDY Markov Chains_en.srt
6.2 KB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/011 KEY TAKEAWAYS Association Mining.mp4
8.5 MB
~Get Your Files Here !/04 - Association Mining & Basket Analysis/011 KEY TAKEAWAYS Association Mining_en.srt
2 KB
~Get Your Files Here !/05 - Outlier Detection/001 Introduction.mp4
7.7 MB
~Get Your Files Here !/05 - Outlier Detection/001 Introduction_en.srt
1.9 KB
~Get Your Files Here !/05 - Outlier Detection/002 Outlier Detection Basics.mp4
10.1 MB
~Get Your Files Here !/05 - Outlier Detection/002 Outlier Detection Basics_en.srt
2.8 KB
~Get Your Files Here !/05 - Outlier Detection/003 Cross-Sectional Outliers.mp4
11.2 MB
~Get Your Files Here !/05 - Outlier Detection/003 Cross-Sectional Outliers_en.srt
2.8 KB
~Get Your Files Here !/05 - Outlier Detection/004 Cross-Sectional Outlier Example.mp4
21.3 MB
~Get Your Files Here !/05 - Outlier Detection/004 Cross-Sectional Outlier Example_en.srt
4.3 KB
~Get Your Files Here !/05 - Outlier Detection/005 CASE STUDY Cross-Sectional Outlier.mp4
54.8 MB
~Get Your Files Here !/05 - Outlier Detection/005 CASE STUDY Cross-Sectional Outlier_en.srt
8.5 KB
~Get Your Files Here !/05 - Outlier Detection/006 Time-Series Outliers.mp4
8.5 MB
~Get Your Files Here !/05 - Outlier Detection/006 Time-Series Outliers_en.srt
2.3 KB
~Get Your Files Here !/05 - Outlier Detection/007 Time-Series Outlier Example.mp4
14.7 MB
~Get Your Files Here !/05 - Outlier Detection/007 Time-Series Outlier Example_en.srt
3.3 KB
~Get Your Files Here !/05 - Outlier Detection/008 KEY TAKEAWAYS Outlier Detection.mp4
6 MB
~Get Your Files Here !/05 - Outlier Detection/008 KEY TAKEAWAYS Outlier Detection_en.srt
1.4 KB
~Get Your Files Here !/06 - Dimensionality Reduction/001 Introduction.mp4
2.6 MB
~Get Your Files Here !/06 - Dimensionality Reduction/001 Introduction_en.srt
687 B
~Get Your Files Here !/06 - Dimensionality Reduction/002 Dimensionality Reduction Basics.mp4
14.4 MB
~Get Your Files Here !/06 - Dimensionality Reduction/002 Dimensionality Reduction Basics_en.srt
3.2 KB
~Get Your Files Here !/06 - Dimensionality Reduction/003 Principle Component Analysis.mp4
7.8 MB
~Get Your Files Here !/06 - Dimensionality Reduction/003 Principle Component Analysis_en.srt
1.9 KB
~Get Your Files Here !/06 - Dimensionality Reduction/004 PCA Example.mp4
14.2 MB
~Get Your Files Here !/06 - Dimensionality Reduction/004 PCA Example_en.srt
3.3 KB
~Get Your Files Here !/06 - Dimensionality Reduction/005 Interpreting Components.mp4
15.1 MB
~Get Your Files Here !/06 - Dimensionality Reduction/005 Interpreting Components_en.srt
3.5 KB
~Get Your Files Here !/06 - Dimensionality Reduction/006 Scree Plots.mp4
13.9 MB
~Get Your Files Here !/06 - Dimensionality Reduction/006 Scree Plots_en.srt
3.4 KB
~Get Your Files Here !/06 - Dimensionality Reduction/007 Advanced Techniques.mp4
5 MB
~Get Your Files Here !/06 - Dimensionality Reduction/007 Advanced Techniques_en.srt
1.3 KB
~Get Your Files Here !/06 - Dimensionality Reduction/008 KEY TAKEAWAYS Dimensionality Reduction.mp4
6.2 MB
~Get Your Files Here !/06 - Dimensionality Reduction/008 KEY TAKEAWAYS Dimensionality Reduction_en.srt
1.5 KB
~Get Your Files Here !/07 - Wrapping Up/001 Series Conclusion.mp4
3.4 MB
~Get Your Files Here !/07 - Wrapping Up/001 Series Conclusion_en.srt
930 B
~Get Your Files Here !/07 - Wrapping Up/002 BONUS LECTURE.html
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