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Torrent Details
[CourserHub.com] Coursera - Data Science Statistics and Machine Learning Specialization
Category:
Ebook/Course
Size:
3.96 GB
Seeders:
3
Leechers:
42
Downloads:
225
Uploaded:
May 31, 2023
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[CourserHub.com] Coursera - Data Science Statistics and Machine Learning Specialization
0. Websites you may like
[CourserHub.com].url
- 123 B
Readme.txt
- 51 B
data-products
01_course-overview
01_welcome
01_welcome-to-developing-data-products.en.srt
- 2.02 KB
01_welcome-to-developing-data-products.en.txt
- 1.3 KB
01_welcome-to-developing-data-products.mp4
- 5.45 MB
02_a-note-of-explanation_instructions.html
- 2.11 KB
03_syllabus_instructions.html
- 7.88 KB
03_syllabus_syllabus.html
- 1.25 MB
04_welcome_Developing_Data_Products.git
- 229.5 KB
04_welcome_instructions.html
- 5.3 KB
04_welcome_welcome.html
- 1.25 MB
05_book-developing-data-products-in-r_book.pdf
- 135.99 KB
05_book-developing-data-products-in-r_instructions.html
- 178.26 KB
06_community-site_DataScienceSpecialization.github.io
- 202.63 KB
06_community-site_community.html
- 1.25 MB
06_community-site_community.pdf
- 136.26 KB
06_community-site_instructions.html
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07_r-and-rstudio-links-tutorials_instructions.html
- 1.94 KB
02_shiny-googlevis-and-plotly
01_shiny-part-1
01_shiny_instructions.html
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01_shiny_shiny.html
- 1.25 MB
02_shinyapps-io-project_instructions.html
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02_shinyapps-io-project_shinyproject.html
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03_shiny-1-1.en.srt
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03_shiny-1-1.en.txt
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03_shiny-1-1.mp4
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04_shiny-1-2.en.srt
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04_shiny-1-2.en.txt
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04_shiny-1-2.mp4
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05_shiny-1-3.en.srt
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05_shiny-1-3.en.txt
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05_shiny-1-3.mp4
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06_shiny-1-4.en.srt
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06_shiny-1-4.en.txt
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06_shiny-1-4.mp4
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07_shiny-1-5.en.srt
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07_shiny-1-5.en.txt
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07_shiny-1-5.mp4
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02_shiny-part-2
01_shiny-2-1.en.srt
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01_shiny-2-1.en.txt
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01_shiny-2-1.mp4
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02_shiny-2-2.en.srt
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02_shiny-2-2.en.txt
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02_shiny-2-2.mp4
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03_shiny-2-3.en.srt
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03_shiny-2-3.en.txt
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03_shiny-2-3.mp4
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04_shiny-2-4.en.srt
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04_shiny-2-4.en.txt
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04_shiny-2-4.mp4
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05_shiny-2-5.en.srt
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05_shiny-2-5.en.txt
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05_shiny-2-5.mp4
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06_shiny-2-6.en.srt
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06_shiny-2-6.en.txt
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06_shiny-2-6.mp4
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03_shiny-gadgets
01_shiny-gadgets-1-1.en.srt
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01_shiny-gadgets-1-1.en.txt
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01_shiny-gadgets-1-1.mp4
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02_shiny-gadgets-1-2.en.srt
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02_shiny-gadgets-1-2.en.txt
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02_shiny-gadgets-1-2.mp4
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03_shiny-gadgets-1-3.en.srt
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03_shiny-gadgets-1-3.en.txt
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03_shiny-gadgets-1-3.mp4
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04_googlevis
01_googlevis-1-1.en.srt
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01_googlevis-1-1.en.txt
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01_googlevis-1-1.mp4
- 14.18 MB
02_googlevis-1-2.en.srt
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02_googlevis-1-2.en.txt
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02_googlevis-1-2.mp4
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05_plotly
01_plotly-1-1.en.srt
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01_plotly-1-1.en.txt
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01_plotly-1-1.mp4
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02_plotly-1-2.en.srt
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02_plotly-1-2.en.txt
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02_plotly-1-2.mp4
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03_plotly-1-3.en.srt
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03_plotly-1-3.en.txt
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03_plotly-1-3.mp4
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04_plotly-1-4.en.srt
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04_plotly-1-4.en.txt
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04_plotly-1-4.mp4
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05_plotly-1-5.en.srt
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05_plotly-1-5.en.txt
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05_plotly-1-5.mp4
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06_plotly-1-6.en.srt
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06_plotly-1-6.en.txt
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06_plotly-1-6.mp4
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07_plotly-1-7.en.srt
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07_plotly-1-7.en.txt
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07_plotly-1-7.mp4
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08_plotly-1-8.en.srt
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08_plotly-1-8.en.txt
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08_plotly-1-8.mp4
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03_r-markdown-and-leaflet
01_r-markdown
01_r-markdown-1-1.en.srt
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01_r-markdown-1-1.en.txt
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01_r-markdown-1-1.mp4
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02_r-markdown-1-2.en.srt
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02_r-markdown-1-2.en.txt
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02_r-markdown-1-2.mp4
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03_r-markdown-1-3.en.srt
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03_r-markdown-1-3.en.txt
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03_r-markdown-1-3.mp4
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04_r-markdown-1-4.en.srt
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04_r-markdown-1-4.en.txt
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04_r-markdown-1-4.mp4
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05_r-markdown-1-5.en.srt
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05_r-markdown-1-5.en.txt
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05_r-markdown-1-5.mp4
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06_r-markdown-1-6.en.srt
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06_r-markdown-1-6.en.txt
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06_r-markdown-1-6.mp4
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02_sharing-r-markdown-documents
01_three-ways-to-share-r-markdown-products_instructions.html
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03_leaflet
01_leaflet-1-1.en.srt
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01_leaflet-1-1.en.txt
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01_leaflet-1-1.mp4
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01_leaflet-1-1_Leaflet.rmd
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02_leaflet-1-2.en.srt
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02_leaflet-1-2.en.txt
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02_leaflet-1-2.mp4
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03_leaflet-1-3.en.srt
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03_leaflet-1-3.en.txt
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03_leaflet-1-3.mp4
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04_leaflet-1-4.en.srt
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04_leaflet-1-4.en.txt
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04_leaflet-1-4.mp4
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05_leaflet-1-5.en.srt
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05_leaflet-1-5.en.txt
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05_leaflet-1-5.mp4
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06_leaflet-1-6.en.srt
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06_leaflet-1-6.en.txt
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06_leaflet-1-6.mp4
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04_r-packages
01_r-packages
01_r-packages_instructions.html
- 1.2 KB
02_r-packages-part-1.en.srt
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02_r-packages-part-1.en.txt
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02_r-packages-part-1.mp4
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03_r-packages-part-2.en.srt
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03_r-packages-part-2.en.txt
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03_r-packages-part-2.mp4
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04_building-r-packages-demo.en.srt
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04_building-r-packages-demo.en.txt
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04_building-r-packages-demo.mp4
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05_r-classes-and-methods-part-1.en.srt
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05_r-classes-and-methods-part-1.en.txt
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05_r-classes-and-methods-part-1.mp4
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06_r-classes-and-methods-part-2.en.srt
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06_r-classes-and-methods-part-2.en.txt
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06_r-classes-and-methods-part-2.mp4
- 15 MB
05_swirl-and-course-project
01_swirl-courses
01_swirl-1-1.en.srt
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01_swirl-1-1.en.txt
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01_swirl-1-1.mp4
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02_swirl-1-2.en.srt
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02_swirl-1-2.en.txt
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02_swirl-1-2.mp4
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03_swirl-1-3.en.srt
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03_swirl-1-3.en.txt
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03_swirl-1-3.mp4
- 12.66 MB
02_share-your-feedback
01_post-course-survey_instructions.html
- 1.28 KB
data-science-project
01_overview-understanding-the-problem-and-getting-the-data
01_welcome
01_welcome-to-the-capstone-project.en.srt
- 2.66 KB
01_welcome-to-the-capstone-project.en.txt
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01_welcome-to-the-capstone-project.mp4
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02_a-note-of-explanation_instructions.html
- 2.11 KB
03_project-overview_NLPCourseraSlides.html
- 7.13 KB
03_project-overview_NaturalLanguageProcessing.html
- 24.74 KB
03_project-overview_instructions.html
- 5.1 KB
04_welcome-from-swiftkey.en.srt
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04_welcome-from-swiftkey.en.txt
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04_welcome-from-swiftkey.mp4
- 3.63 MB
05_you-are-a-data-scientist-now.en.srt
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05_you-are-a-data-scientist-now.en.txt
- 1.39 KB
05_you-are-a-data-scientist-now.mp4
- 15.75 MB
06_syllabus_Coursera-SwiftKey.zip
- 548.04 MB
06_syllabus_Referencing_handbook.pdf
- 41.4 KB
06_syllabus_instructions.html
- 7.73 KB
02_task-0-understanding-the-problem
01_introduction-to-task-0-understanding-the-problem.en.srt
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01_introduction-to-task-0-understanding-the-problem.en.txt
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01_introduction-to-task-0-understanding-the-problem.mp4
- 14.74 MB
02_task-0-understanding-the-problem_Coursera-SwiftKey.zip
- 548.04 MB
02_task-0-understanding-the-problem_NaturalLanguageProcessing.html
- 24.74 KB
02_task-0-understanding-the-problem_instructions.html
- 4.21 KB
03_about-the-corpora_instructions.html
- 4.06 KB
03_task-1-getting-and-cleaning-the-data
01_introduction-to-task-1-getting-and-cleaning-the-data.en.srt
- 2.1 KB
01_introduction-to-task-1-getting-and-cleaning-the-data.en.txt
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01_introduction-to-task-1-getting-and-cleaning-the-data.mp4
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02_task-1-getting-and-cleaning-the-data_instructions.html
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03_regular-expressions-part-1-optional.en.srt
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03_regular-expressions-part-1-optional.en.txt
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03_regular-expressions-part-1-optional.mp4
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04_regular-expressions-part-2-optional.en.srt
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04_regular-expressions-part-2-optional.en.txt
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04_regular-expressions-part-2-optional.mp4
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02_exploratory-data-analysis-and-modeling
01_task-2-exploratory-data-analysis
01_introduction-to-task-2-exploratory-data-analysis.en.srt
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01_introduction-to-task-2-exploratory-data-analysis.en.txt
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01_introduction-to-task-2-exploratory-data-analysis.mp4
- 19.88 MB
02_task-2-exploratory-data-analysis_instructions.html
- 2.51 KB
02_task-3-modeling
01_introduction-to-task-3-modeling.en.srt
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01_introduction-to-task-3-modeling.en.txt
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01_introduction-to-task-3-modeling.mp4
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02_task-3-modeling_instructions.html
- 4.94 KB
03_prediction-model
01_task-4-prediction-model
01_introduction-to-task-4-prediction-model.en.srt
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01_introduction-to-task-4-prediction-model.en.txt
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01_introduction-to-task-4-prediction-model.mp4
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02_task-4-prediction-model_instructions.html
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04_creative-exploration
01_task-5-creative-exploration
01_introduction-to-task-5-creative-exploration.en.srt
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01_introduction-to-task-5-creative-exploration.en.txt
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01_introduction-to-task-5-creative-exploration.mp4
- 10.63 MB
02_task-5-creative-exploration_instructions.html
- 2.21 KB
05_data-product
01_task-6-data-product
01_introduction-to-task-6-data-product.en.srt
- 1.85 KB
01_introduction-to-task-6-data-product.en.txt
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01_introduction-to-task-6-data-product.mp4
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02_task-6-data-product_instructions.html
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06_slide-deck
01_task-7-slide-deck
01_introduction-to-task-7-slide-deck.en.srt
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01_introduction-to-task-7-slide-deck.en.txt
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01_introduction-to-task-7-slide-deck.mp4
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02_task-7-slide-deck_instructions.html
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07_final-project-submission-and-evaluation
01_final-project-submission
01_congratulations.en.srt
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01_congratulations.en.txt
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01_congratulations.mp4
- 11.56 MB
practical-machine-learning
01_week-1-prediction-errors-and-cross-validation
01_week-1
01_welcome-to-practical-machine-learning_instructions.html
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02_a-note-of-explanation_instructions.html
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03_syllabus_instructions.html
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04_pre-course-survey_instructions.html
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05_prediction-motivation.en.srt
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05_prediction-motivation.en.txt
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05_prediction-motivation.mp4
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05_prediction-motivation_001predictionMotivation.pdf
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06_what-is-prediction.en.srt
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06_what-is-prediction.en.txt
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06_what-is-prediction.mp4
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06_what-is-prediction_002whatIsPrediction.pdf
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07_relative-importance-of-steps.en.srt
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07_relative-importance-of-steps.en.txt
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07_relative-importance-of-steps.mp4
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07_relative-importance-of-steps_003relativeImportance.pdf
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08_in-and-out-of-sample-errors.en.srt
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08_in-and-out-of-sample-errors.en.txt
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08_in-and-out-of-sample-errors.mp4
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08_in-and-out-of-sample-errors_004inOutSampleErrors.pdf
- 1.01 MB
09_prediction-study-design.en.srt
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09_prediction-study-design.en.txt
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09_prediction-study-design.mp4
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09_prediction-study-design_005predictionStudyDesign.pdf
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10_types-of-errors.en.srt
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10_types-of-errors.en.txt
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10_types-of-errors.mp4
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10_types-of-errors_006typesOfErrors.pdf
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11_receiver-operating-characteristic.en.srt
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11_receiver-operating-characteristic.en.txt
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11_receiver-operating-characteristic.mp4
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12_cross-validation.en.srt
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12_cross-validation.en.txt
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12_cross-validation.mp4
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12_cross-validation_008crossValidation.pdf
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13_what-data-should-you-use.en.srt
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13_what-data-should-you-use.en.txt
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13_what-data-should-you-use.mp4
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13_what-data-should-you-use_009whatData.pdf
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02_week-2-the-caret-package
01_week-2
01_caret-package.en.srt
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01_caret-package.en.txt
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01_caret-package.mp4
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01_caret-package_010caretPackage.pdf
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02_data-slicing.en.srt
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02_data-slicing.en.txt
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02_data-slicing.mp4
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02_data-slicing_011dataSlicing.pdf
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03_training-options.en.srt
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03_training-options.en.txt
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03_training-options.mp4
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03_training-options_012trainOptions.pdf
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04_plotting-predictors.en.srt
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04_plotting-predictors.en.txt
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04_plotting-predictors.mp4
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04_plotting-predictors_013plottingPredictors.pdf
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05_basic-preprocessing.en.srt
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05_basic-preprocessing.en.txt
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05_basic-preprocessing.mp4
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05_basic-preprocessing_014basicPreprocessing.pdf
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06_covariate-creation.en.srt
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06_covariate-creation.en.txt
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06_covariate-creation.mp4
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06_covariate-creation_015covariateCreation.pdf
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07_preprocessing-with-principal-components-analysis.en.srt
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07_preprocessing-with-principal-components-analysis.en.txt
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07_preprocessing-with-principal-components-analysis.mp4
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07_preprocessing-with-principal-components-analysis_016preProcessingPCA.pdf
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08_predicting-with-regression.en.srt
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08_predicting-with-regression.en.txt
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08_predicting-with-regression.mp4
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08_predicting-with-regression_017predictingWithRegression.pdf
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09_predicting-with-regression-multiple-covariates.en.srt
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09_predicting-with-regression-multiple-covariates.en.txt
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09_predicting-with-regression-multiple-covariates.mp4
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09_predicting-with-regression-multiple-covariates_018predictingWithRegressionMC.pdf
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03_week-3-predicting-with-trees-random-forests-model-based-predictions
01_week-3
01_predicting-with-trees.en.srt
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01_predicting-with-trees.en.txt
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01_predicting-with-trees.mp4
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01_predicting-with-trees_019predictingWithTrees.pdf
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02_bagging.en.srt
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02_bagging.en.txt
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02_bagging.mp4
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02_bagging_020bagging.pdf
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03_random-forests.en.srt
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03_random-forests.en.txt
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03_random-forests.mp4
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03_random-forests_021randomForests.pdf
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04_boosting.en.srt
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04_boosting.en.txt
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04_boosting.mp4
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04_boosting_022boosting.pdf
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05_model-based-prediction.en.srt
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05_model-based-prediction.en.txt
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05_model-based-prediction.mp4
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05_model-based-prediction_023modelBasedPrediction.pdf
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04_week-4-regularized-regression-and-combining-predictors
01_week-4
01_regularized-regression.en.srt
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01_regularized-regression.en.txt
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01_regularized-regression.mp4
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01_regularized-regression_024regularizedRegression.pdf
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02_combining-predictors.en.srt
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02_combining-predictors.en.txt
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02_combining-predictors.mp4
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02_combining-predictors_025combiningPredictors.pdf
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03_forecasting.en.srt
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03_forecasting.en.txt
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03_forecasting.mp4
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03_forecasting_027forecasting.pdf
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04_unsupervised-prediction.en.srt
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04_unsupervised-prediction.en.txt
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04_unsupervised-prediction.mp4
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04_unsupervised-prediction_026unsupervisedPrediction.pdf
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02_course-project
01_course-project-instructions-read-first_instructions.html
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01_course-project-instructions-read-first_pml-testing.csv
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01_course-project-instructions-read-first_pml-training.csv
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03_share-your-feedback
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02_introduction-to-regression-and-least-squares
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05_practical-r-exercises-in-swirl
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02_week-2-linear-regression-multivariable-regression
01_statistical-linear-regression-models
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03_week-3-multivariable-regression-residuals-diagnostics
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04_residuals-again
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06_practical-r-exercises-in-swirl
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- 6.64 MB
05_08-04-a-note-on-unequal-variance_index.pdf
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02_module-9-hypothesis-testing
01_hypothesis-testing_instructions.html
- 1.1 KB
02_09-01-hypothesis-testing.en.srt
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02_09-01-hypothesis-testing.en.txt
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02_09-01-hypothesis-testing.mp4
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02_09-01-hypothesis-testing_index.pdf
- 208.75 KB
03_09-02-example-of-choosing-a-rejection-region.en.srt
- 6.45 KB
03_09-02-example-of-choosing-a-rejection-region.en.txt
- 4.1 KB
03_09-02-example-of-choosing-a-rejection-region.mp4
- 11.35 MB
03_09-02-example-of-choosing-a-rejection-region_index.pdf
- 208.75 KB
04_09-03-t-tests.en.srt
- 8.56 KB
04_09-03-t-tests.en.txt
- 5.42 KB
04_09-03-t-tests.mp4
- 10.06 MB
04_09-03-t-tests_index.pdf
- 208.75 KB
05_09-04-two-group-testing.en.srt
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05_09-04-two-group-testing.en.txt
- 14.75 KB
05_09-04-two-group-testing.mp4
- 26.53 MB
05_09-04-two-group-testing_index.pdf
- 208.75 KB
03_module-10-p-values
01_p-values_instructions.html
- 1.79 KB
02_10-01-pvalues.en.srt
- 10.09 KB
02_10-01-pvalues.en.txt
- 6.64 KB
02_10-01-pvalues.mp4
- 21.62 MB
02_10-01-pvalues_index.pdf
- 89.69 KB
03_10-02-pvalue-further-examples.en.srt
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03_10-02-pvalue-further-examples.en.txt
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03_10-02-pvalue-further-examples.mp4
- 15.09 MB
03_10-02-pvalue-further-examples_index.pdf
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04_knitr
01_knitr_instructions.html
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02_just-enough-knitr-to-do-the-project.en.srt
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02_just-enough-knitr-to-do-the-project.en.txt
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02_just-enough-knitr-to-do-the-project.mp4
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05_practical-r-exercises-in-swirl
01_practical-r-exercises-in-swirl-part-3_instructions.html
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02_swirl-lesson-1-t-confidence-intervals_instructions.html
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03_swirl-lesson-2-hypothesis-testing_instructions.html
- 1.2 KB
04_swirl-lesson-3-p-values_instructions.html
- 1.2 KB
06_week-3-quiz
01_quiz-3_exam.html
- 8.85 KB
04_week-4-power-bootstrapping-permutation-tests
01_module-11-power
01_power_instructions.html
- 1.72 KB
02_11-01-power.en.srt
- 6.39 KB
02_11-01-power.en.txt
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02_11-01-power.mp4
- 12.75 MB
02_11-01-power_index.pdf
- 140.97 KB
03_11-02-calculating-power.en.srt
- 16.15 KB
03_11-02-calculating-power.en.txt
- 9.66 KB
03_11-02-calculating-power.mp4
- 23.59 MB
03_11-02-calculating-power_index.pdf
- 140.97 KB
04_11-03-notes-on-power.en.srt
- 6.24 KB
04_11-03-notes-on-power.en.txt
- 3.99 KB
04_11-03-notes-on-power.mp4
- 10.08 MB
04_11-03-notes-on-power_index.pdf
- 140.97 KB
05_11-04-t-test-power.en.srt
- 9.81 KB
05_11-04-t-test-power.en.txt
- 6.22 KB
05_11-04-t-test-power.mp4
- 16.89 MB
05_11-04-t-test-power_index.pdf
- 140.97 KB
02_module-12-multiple-comparisons
01_12-01-multiple-comparisons.en.srt
- 41.58 KB
01_12-01-multiple-comparisons.en.txt
- 25.73 KB
01_12-01-multiple-comparisons.mp4
- 35.23 MB
01_12-01-multiple-comparisons_index.pdf
- 631.86 KB
03_module-13-resampling
01_resampling_instructions.html
- 1.22 KB
02_13-01-bootstrapping.en.srt
- 9.61 KB
02_13-01-bootstrapping.en.txt
- 6.2 KB
02_13-01-bootstrapping.mp4
- 12.83 MB
02_13-01-bootstrapping_index.pdf
- 173.62 KB
03_13-02-bootstrapping-example.en.srt
- 4.43 KB
03_13-02-bootstrapping-example.en.txt
- 2.81 KB
03_13-02-bootstrapping-example.mp4
- 8.91 MB
03_13-02-bootstrapping-example_index.pdf
- 173.62 KB
04_13-03-notes-on-the-bootstrap.en.srt
- 12.97 KB
04_13-03-notes-on-the-bootstrap.en.txt
- 8.16 KB
04_13-03-notes-on-the-bootstrap.mp4
- 17.24 MB
04_13-03-notes-on-the-bootstrap_index.pdf
- 173.62 KB
05_13-04-permutation-tests.en.srt
- 11.48 KB
05_13-04-permutation-tests.en.txt
- 7.48 KB
05_13-04-permutation-tests.mp4
- 12.6 MB
05_13-04-permutation-tests_index.pdf
- 173.62 KB
04_week-4-quiz
01_quiz-4_exam.html
- 10.29 KB
05_course-project
01_statistical-inference-course-project_peer_assignment_instructions.html
- 6.56 KB
06_practical-r-exercises-in-swirl
01_practical-r-exercises-in-swirl-part-4_instructions.html
- 1.2 KB
02_swirl-lesson-1-power_instructions.html
- 1.2 KB
03_swirl-lesson-2-multiple-testing_instructions.html
- 1.2 KB
04_swirl-lesson-3-resampling_instructions.html
- 1.2 KB
07_share-your-feedback
01_post-course-survey_instructions.html
- 1.23 KB
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InfoHash:
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Last updated:
May 31, 2023
File count:
729 B
File Category:
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Tags:
Specialization, Learning, and Machine, Statistics, Data Science, Coursera, Other, Tutorials
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