Download Udemy - Cluster Analysis & Unsupervised Machine Learning in R Torrent

Torrent Contents Size: 1.72 GB

Udemy - Cluster Analysis & Unsupervised Machine Learning in R

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TutsNode.com.txt

TXT

63 B

[TGx]Downloaded from torrentgalaxy.to .txt

TXT

585 B

[TutsNode.com] - Cluster Analysis & Unsupervised Machine Learning in R

1. Introduction

1. Introduction.mp4	MP4	25.55 MB
1. Introduction.srt	SRT	3.04 KB
2. What is Machine Leraning and it's main types.mp4	MP4	46.86 MB
2. What is Machine Leraning and it's main types.srt	SRT	11.23 KB
3. Overview of Machine Leraning in R.mp4	MP4	5.66 MB
3. Overview of Machine Leraning in R.srt	SRT	2.07 KB

10. Bonus

	1. Bonus Lecture.mp4	MP4	5.92 MB
	1. Bonus Lecture.srt	SRT	1.33 KB

2. Software used in this course

1. What is R and RStudio.mp4	MP4	12.23 MB
1. What is R and RStudio.srt	SRT	3.06 KB
2. How to install R and RStudio in 2020.mp4	MP4	38.7 MB
2. How to install R and RStudio in 2020.srt	SRT	6.17 KB
3. Lab Get started with R in RStudio.mp4	MP4	47.7 MB
3. Lab Get started with R in RStudio.srt	SRT	9.52 KB
4. Sign up for Google Earth Engine (needed for your projects later in the course).mp4	MP4	45.67 MB
4. Sign up for Google Earth Engine (needed for your projects later in the course).srt	SRT	4.33 KB
5. Interface of Google Earth Engine Code Editor & Explorer.mp4	MP4	127.12 MB
5. Interface of Google Earth Engine Code Editor & Explorer.srt	SRT	9.26 KB

3. R Crash Course - get started with R-programming in R-Studio

1. Introduction.mp4	MP4	3.96 MB
10. Read Data into R.mp4	MP4	31.91 MB
10. Read Data into R.srt	SRT	4.82 KB
10.1 Example1.xlsx	XLSX	9.81 KB
10.2 Example3.txt	TXT	292 B
10.3 002_ReadingDaraInR.R	R	744 B
10.4 Example.csv	CSV	292 B
2. Lab Installing Packages and Package Management in R.mp4	MP4	24.15 MB
2. Lab Installing Packages and Package Management in R.srt	SRT	4.48 KB
2.1 R Crash Course I_udemy_script.R	R	12.94 KB
3. Lab Variables in R and assigning Variables in R.mp4	MP4	7.65 MB
3. Lab Variables in R and assigning Variables in R.srt	SRT	1.71 KB
4. Overview of data types and data structures in R.mp4	MP4	27.2 MB
4. Overview of data types and data structures in R.srt	SRT	8.21 KB
5. Lab data types and data structures in R.mp4	MP4	48.1 MB
5. Lab data types and data structures in R.srt	SRT	8.82 KB
6. Dataframes overview.mp4	MP4	16.67 MB
6. Dataframes overview.srt	SRT	3.98 KB
7. Functions in R - overview.mp4	MP4	33.23 MB
7. Functions in R - overview.srt	SRT	8.63 KB
8. Lab Functions in R - get started!.mp4	MP4	18.48 MB
8. Lab Functions in R - get started!.srt	SRT	3.98 KB
9. Lab For Loops in R.mp4	MP4	24.83 MB
9. Lab For Loops in R.srt	SRT	3.97 KB

4. Unsupervised learning Hierarchical Clustering in R

1. Unsupervised Learning & Clustering theory.mp4	MP4	19.06 MB
1. Unsupervised Learning & Clustering theory.srt	SRT	7.16 KB
2. Hierarchical Clustering Example.mp4	MP4	26.64 MB
2. Hierarchical Clustering Example.srt	SRT	8.97 KB
3. Hierarchical Clustering Lab.mp4	MP4	12.63 MB
3. Hierarchical Clustering Lab.srt	SRT	2.51 KB
3.1 007_Hierarchical_clustering.R	R	390 B
4. Hierarchical Clustering Merging points.mp4	MP4	6.25 MB
4. Hierarchical Clustering Merging points.srt	SRT	3.08 KB
5. Heat Maps theory.mp4	MP4	19.32 MB
5. Heat Maps theory.srt	SRT	9.83 KB
6. Heat Maps Lab.mp4	MP4	26.61 MB
6. Heat Maps Lab.srt	SRT	4.75 KB
6.1 007_Hierarchical_clustering_part3_heatmaps.R	R	536 B

5. Unsupervised Learning K-Means Clustering

1. K-Means Clustering Theory.mp4	MP4	17.48 MB
1. K-Means Clustering Theory.srt	SRT	5.62 KB
2. Example K-Means Clustering in R Lab.mp4	MP4	22.83 MB
2. Example K-Means Clustering in R Lab.srt	SRT	5.32 KB
2.1 009_KMenas.R	R	959 B
3. K-means clustering Application to email marketing.mp4	MP4	110.7 MB
3. K-means clustering Application to email marketing.srt	SRT	14.54 KB
3.1 009_KMenas_part2.R	R	1.26 KB
4. Heatmaps to visualize K-Means Results in R Examplery Lab.mp4	MP4	24.69 MB
4. Heatmaps to visualize K-Means Results in R Examplery Lab.srt	SRT	4.16 KB
4.1 009_KMenas.R	R	959 B
5. Model-based Unsupervised Clustering in R.mp4	MP4	74.62 MB
5. Model-based Unsupervised Clustering in R.srt	SRT	10.3 KB
5.1 012_EM_clustering.R	R	1.44 KB

6. More Unsupervised Clustering techniques Hands-On

1. Starting with Fuzzy K-means in R.mp4	MP4	102.14 MB
1. Starting with Fuzzy K-means in R.srt	SRT	14.51 KB
1.1 010_FuzzyKMenas.R	R	1.43 KB
2. Entropy Weighted K-Means in R.mp4	MP4	61.92 MB
2. Entropy Weighted K-Means in R.srt	SRT	8.95 KB
2.1 011_WeigthedKMenas.R	R	928 B

7. Performance Evaluation of Unsupervised Learning Clustering Algorithms in R

1. How to assess a Clustering Tendency of the dataset.mp4	MP4	42.32 MB
1. How to assess a Clustering Tendency of the dataset.srt	SRT	5.53 KB
1.1 013_ClusteringTendency.R	R	1.16 KB
2. Selecting the number of clusters for unsupervised Clustering methods (K-Means).mp4	MP4	59.33 MB
2. Selecting the number of clusters for unsupervised Clustering methods (K-Means).srt	SRT	9.24 KB
2.1 009_KMenas_part3_cluster_assign.R	R	2.26 KB
3. Assessing the performance of unsupervised learning (clustering) algorithms.mp4	MP4	38.45 MB
3. Assessing the performance of unsupervised learning (clustering) algorithms.srt	SRT	7.19 KB
3.1 014_ClusteringPerformance.R	R	817 B
4. How to compare the performance of different unsupervised clustering algoritms.mp4	MP4	27.16 MB
4. How to compare the performance of different unsupervised clustering algoritms.srt	SRT	5.64 KB
4.1 015_ClusteringSelect.R	R	457 B

8. Independent Project in Cluster Analysis based on Case Study

1. Introduction to Case Study.mp4	MP4	58.09 MB
1. Introduction to Case Study.srt	SRT	7.81 KB
1.1 samsungData.rda	RDA	27.27 MB
2. Project Assignment.mp4	MP4	68.24 MB
2. Project Assignment.srt	SRT	9.54 KB

9. Applied Example unsupervised K-means learning for mapping applications

1. Understanding using satellite images for mapping tasks short introduction.mp4	MP4	63.37 MB
1. Understanding using satellite images for mapping tasks short introduction.srt	SRT	8.63 KB
2. Import images and their visualization in Earth Engine.mp4	MP4	141.91 MB
2. Import images and their visualization in Earth Engine.srt	SRT	11.39 KB
3. Unsupervised K-means satellite image analysis in Earth Engine for mapping.mp4	MP4	103.71 MB
3. Unsupervised K-means satellite image analysis in Earth Engine for mapping.srt	SRT	9.01 KB
3.1 Lab2_GEE_import_data.pdf	PDF	330.12 KB

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Udemy - Cluster Analysis & Unsupervised Machine Learning in R

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