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[ CoursePig.com ] Linkedin - Machine Learning With Data Reduction In Excel, R, And Power BI
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Analytics is a big part of how the world does data science. But did you know that you can use applications like Excel, R, and Power BI for high-dimensional data reduction with machine learning models and algorithms? In this course, instructor Helen Wall gives you an overview of machine learning and data reduction techniques that enable you to analyze large datasets and determine trends with a variety of different classifications.
Learn about machine learning models like clusters and anomaly detection algorithms. Find out more about distance, dimensionality, and granularity, as you explore dimensional and numerical data reduction techniques, analytic models, and visualization tools in Excel, R, and Power BI. Along the way, get tips on how to integrate your methods so you can scale them for sharing with a wider audience.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/01 - Use data reduction for valuable insights.mp4
6 MB
~Get Your Files Here !/01 - Introduction/01 - Use data reduction for valuable insights.mp4.jpg
174.9 KB
~Get Your Files Here !/01 - Introduction/01 - Use data reduction for valuable insights.srt
2 KB
~Get Your Files Here !/01 - Introduction/02 - What you should know.mp4
1.5 MB
~Get Your Files Here !/01 - Introduction/02 - What you should know.srt
1.4 KB
~Get Your Files Here !/01 - Introduction/03 - Introducing the course project.mp4
9.8 MB
~Get Your Files Here !/01 - Introduction/03 - Introducing the course project.srt
4 KB
~Get Your Files Here !/01 - Introduction/04 - Configuring Excel Solver Add-in.mp4
4.3 MB
~Get Your Files Here !/01 - Introduction/04 - Configuring Excel Solver Add-in.srt
3 KB
~Get Your Files Here !/01 - Introduction/05 - Working with R.mp4
18.3 MB
~Get Your Files Here !/01 - Introduction/05 - Working with R.srt
10.2 KB
~Get Your Files Here !/01 - Introduction/06 - Configuring R in Power BI.mp4
11.8 MB
~Get Your Files Here !/01 - Introduction/06 - Configuring R in Power BI.srt
5.8 KB
~Get Your Files Here !/02 - 1. Working with Large Datasets/01 - AI and machine learning.mp4
16.4 MB
~Get Your Files Here !/02 - 1. Working with Large Datasets/01 - AI and machine learning.srt
11.7 KB
~Get Your Files Here !/02 - 1. Working with Large Datasets/02 - Numerosity.mp4
23.8 MB
~Get Your Files Here !/02 - 1. Working with Large Datasets/02 - Numerosity.srt
11 KB
~Get Your Files Here !/02 - 1. Working with Large Datasets/03 - Dimensionality.mp4
17.8 MB
~Get Your Files Here !/02 - 1. Working with Large Datasets/03 - Dimensionality.srt
9.1 KB
~Get Your Files Here !/02 - 1. Working with Large Datasets/04 - Aggregating or grouping data.mp4
34.7 MB
~Get Your Files Here !/02 - 1. Working with Large Datasets/04 - Aggregating or grouping data.srt
12.9 KB
~Get Your Files Here !/02 - 1. Working with Large Datasets/05 - Histograms.mp4
19.8 MB
~Get Your Files Here !/02 - 1. Working with Large Datasets/05 - Histograms.srt
7.9 KB
~Get Your Files Here !/02 - 1. Working with Large Datasets/06 - Binning.mp4
14 MB
~Get Your Files Here !/02 - 1. Working with Large Datasets/06 - Binning.srt
7.9 KB
~Get Your Files Here !/02 - 1. Working with Large Datasets/07 - Correlation and covariance.mp4
31.6 MB
~Get Your Files Here !/02 - 1. Working with Large Datasets/07 - Correlation and covariance.srt
13.9 KB
~Get Your Files Here !/02 - 1. Working with Large Datasets/08 - Challenge Getting the data.mp4
3.7 MB
~Get Your Files Here !/02 - 1. Working with Large Datasets/08 - Challenge Getting the data.srt
2 KB
~Get Your Files Here !/02 - 1. Working with Large Datasets/09 - Solution Getting the data.mp4
7.2 MB
~Get Your Files Here !/02 - 1. Working with Large Datasets/09 - Solution Getting the data.srt
3.1 KB
~Get Your Files Here !/03 - 2. Clustering/01 - Calculating distances.mp4
28.5 MB
~Get Your Files Here !/03 - 2. Clustering/01 - Calculating distances.srt
11.5 KB
~Get Your Files Here !/03 - 2. Clustering/02 - Hierarchical clustering.mp4
52.2 MB
~Get Your Files Here !/03 - 2. Clustering/02 - Hierarchical clustering.srt
12 KB
~Get Your Files Here !/03 - 2. Clustering/03 - Heatmaps and dendrograms.mp4
20.7 MB
~Get Your Files Here !/03 - 2. Clustering/03 - Heatmaps and dendrograms.srt
8.2 KB
~Get Your Files Here !/03 - 2. Clustering/04 - K-means clustering in one dimension.mp4
40.7 MB
~Get Your Files Here !/03 - 2. Clustering/04 - K-means clustering in one dimension.srt
12.8 KB
~Get Your Files Here !/03 - 2. Clustering/05 - K-means clustering in two dimensions.mp4
17.1 MB
~Get Your Files Here !/03 - 2. Clustering/05 - K-means clustering in two dimensions.srt
7.3 KB
~Get Your Files Here !/03 - 2. Clustering/06 - Determining k.mp4
28.2 MB
~Get Your Files Here !/03 - 2. Clustering/06 - Determining k.srt
11.7 KB
~Get Your Files Here !/03 - 2. Clustering/07 - Challenge Clustering.mp4
2 MB
~Get Your Files Here !/03 - 2. Clustering/07 - Challenge Clustering.srt
1.2 KB
~Get Your Files Here !/03 - 2. Clustering/08 - Solution Clustering.mp4
28.5 MB
~Get Your Files Here !/03 - 2. Clustering/08 - Solution Clustering.srt
10.9 KB
~Get Your Files Here !/04 - 3. PCA/01 - Visualizing PCA.mp4
34.8 MB
~Get Your Files Here !/04 - 3. PCA/01 - Visualizing PCA.srt
12.9 KB
~Get Your Files Here !/04 - 3. PCA/02 - Using Excel Solver to find solutions.mp4
18.3 MB
~Get Your Files Here !/04 - 3. PCA/02 - Using Excel Solver to find solutions.srt
8 KB
~Get Your Files Here !/04 - 3. PCA/03 - Solving for principal components axes.mp4
18.4 MB
~Get Your Files Here !/04 - 3. PCA/03 - Solving for principal components axes.srt
3.9 KB
~Get Your Files Here !/04 - 3. PCA/04 - Eigenvalues.mp4
16.1 MB
~Get Your Files Here !/04 - 3. PCA/04 - Eigenvalues.srt
8.3 KB
~Get Your Files Here !/04 - 3. PCA/05 - Eigenvectors.mp4
27.9 MB
~Get Your Files Here !/04 - 3. PCA/05 - Eigenvectors.srt
13.8 KB
~Get Your Files Here !/04 - 3. PCA/06 - PCA projection space.mp4
24.3 MB
~Get Your Files Here !/04 - 3. PCA/06 - PCA projection space.srt
8.6 KB
~Get Your Files Here !/04 - 3. PCA/07 - Scree plot.mp4
6.8 MB
~Get Your Files Here !/04 - 3. PCA/07 - Scree plot.srt
3.5 KB
~Get Your Files Here !/04 - 3. PCA/08 - Challenge PCA.mp4
2.1 MB
~Get Your Files Here !/04 - 3. PCA/08 - Challenge PCA.srt
1.2 KB
~Get Your Files Here !/04 - 3. PCA/09 - Solution PCA.mp4
14.1 MB
~Get Your Files Here !/04 - 3. PCA/09 - Solution PCA.srt
5.8 KB
~Get Your Files Here !/05 - 4. Selecting Dimensions/01 - Analyzing potential model dimensions.mp4
30 MB
~Get Your Files Here !/05 - 4. Selecting Dimensions/01 - Analyzing potential model dimensions.srt
10.8 KB
~Get Your Files Here !/05 - 4. Selecting Dimensions/02 - Removing or replacing null values.mp4
15.4 MB
~Get Your Files Here !/05 - 4. Selecting Dimensions/02 - Removing or replacing null values.srt
5.8 KB
~Get Your Files Here !/06 - 5. Power BI and R/01 - Setting up R in Power Query Editor.mp4
16 MB
~Get Your Files Here !/06 - 5. Power BI and R/01 - Setting up R in Power Query Editor.srt
7.6 KB
~Get Your Files Here !/06 - 5. Power BI and R/02 - Creating custom code with R standard visual.mp4
14.3 MB
~Get Your Files Here !/06 - 5. Power BI and R/02 - Creating custom code with R standard visual.srt
5.9 KB
~Get Your Files Here !/06 - 5. Power BI and R/03 - Challenge Power BI.mp4
1.4 MB
~Get Your Files Here !/06 - 5. Power BI and R/03 - Challenge Power BI.srt
623 B
~Get Your Files Here !/06 - 5. Power BI and R/04 - Solution Power BI.mp4
23.4 MB
~Get Your Files Here !/06 - 5. Power BI and R/04 - Solution Power BI.srt
9.3 KB
~Get Your Files Here !/07 - Conclusion/01 - Next steps.mp4
2.7 MB
~Get Your Files Here !/07 - Conclusion/01 - Next steps.srt
2.3 KB
~Get Your Files Here !/Bonus Resources.txt
386 B
~Get Your Files Here !/Ex_Files_ML_with_Data_Reduction_Excel_R_Power_BI/Exercise Files/01_02_begin/Numerosity and Dimensionality.R
117 B
~Get Your Files Here !/Ex_Files_ML_with_Data_Reduction_Excel_R_Power_BI/Exercise Files/01_02_begin/Numerosity and Dimensionality.xlsx
54.9 MB
~Get Your Files Here !/Ex_Files_ML_with_Data_Reduction_Excel_R_Power_BI/Exercise Files/01_02_end/01_04_begin/Grouping.R
119 B
~Get Your Files Here !/Ex_Files_ML_with_Data_Reduction_Excel_R_Power_BI/Exercise Files/01_02_end/01_04_begin/Grouping.xlsx
54.9 MB
~Get Your Files Here !/Ex_Files_ML_with_Data_Reduction_Excel_R_Power_BI/Exercise Files/01_02_end/Numerosity and Dimensionality.R
166 B
~Get Your Files Here !/Ex_Files_ML_with_Data_Reduction_Excel_R_Power_BI/Exercise Files/01_02_end/Numerosity and Dimensionality.xlsx
67.2 MB
~Get Your Files Here !/Ex_Files_ML_with_Data_Reduction_Excel_R_Power_BI/Exercise Files/01_03_begin/Numerosity and Dimensionality.R
166 B
~Get Your Files Here !/Ex_Files_ML_with_Data_Reduction_Excel_R_Power_BI/Exercise Files/01_03_begin/Numerosity and Dimensionality.xlsx
67.2 MB
~Get Your Files Here !/Ex_Files_ML_with_Data_Reduction_Excel_R_Power_BI/Exercise Files/01_03_end/Numerosity and Dimensionality.R
300 B
~Get Your Files Here !/Ex_Files_ML_with_Data_Reduction_Excel_R_Power_BI/Exercise Files/01_03_end/Numerosity and Dimensionality.xlsx
55.7 MB
~Get Your Files Here !/Ex_Files_ML_with_Data_Reduction_Excel_R_Power_BI/Exercise Files/01_04_begin/Grouping.R
117 B
~Get Your Files Here !/Ex_Files_ML_with_Data_Reduction_Excel_R_Power_BI/Exercise Files/01_04_begin/Grouping.xlsx
54.9 MB
~Get Your Files Here !/Ex_Files_ML_with_Data_Reduction_Excel_R_Power_BI/Exercise Files/01_04_end/Grouping.R
670 B
~Get Your Files Here !/Ex_Files_ML_with_Data_Reduction_Excel_R_Power_BI/Exercise Files/01_04_end/Grouping.xlsx
75.4 MB
~Get Your Files Here !/Ex_Files_ML_with_Data_Reduction_Excel_R_Power_BI/Exercise Files/01_05_begin/Histogram.R
1.3 KB
~Get Your Files Here !/Ex_Files_ML_with_Data_Reduction_Excel_R_Power_BI/Exercise Files/01_05_begin/Histogram.xlsx
54.9 MB
~Get Your Files Here !/Ex_Files_ML_with_Data_Reduction_Excel_R_Power_BI/Exercise Files/01_05_end/Histogram.R
407 B
~Get Your Files Here !/Ex_Files_ML_with_Data_Reduction_Excel_R_Power_BI/Exercise Files/01_05_end/Histogram.xlsx
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