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[CourserHub.com] Coursera - Data Science Statistics and Machine Learning Specialization
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0. Websites you may like
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[CourserHub.com].url - 123 B
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Readme.txt - 51 B
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data-products
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01_course-overview
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01_welcome
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01_welcome-to-developing-data-products.en.srt - 2.02 KB
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01_welcome-to-developing-data-products.en.txt - 1.3 KB
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01_welcome-to-developing-data-products.mp4 - 5.45 MB
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02_a-note-of-explanation_instructions.html - 2.11 KB
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03_syllabus_instructions.html - 7.88 KB
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03_syllabus_syllabus.html - 1.25 MB
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04_welcome_Developing_Data_Products.git - 229.5 KB
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04_welcome_instructions.html - 5.3 KB
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04_welcome_welcome.html - 1.25 MB
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05_book-developing-data-products-in-r_book.pdf - 135.99 KB
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05_book-developing-data-products-in-r_instructions.html - 178.26 KB
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06_community-site_DataScienceSpecialization.github.io - 202.63 KB
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06_community-site_community.html - 1.25 MB
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06_community-site_community.pdf - 136.26 KB
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06_community-site_instructions.html - 2.48 KB
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07_r-and-rstudio-links-tutorials_instructions.html - 1.94 KB
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02_shiny-googlevis-and-plotly
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01_shiny-part-1
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01_shiny_instructions.html - 2.67 KB
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01_shiny_shiny.html - 1.25 MB
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02_shinyapps-io-project_instructions.html - 1.91 KB
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02_shinyapps-io-project_shinyproject.html - 1.25 MB
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03_shiny-1-1.en.srt - 8.93 KB
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03_shiny-1-1.en.txt - 5.62 KB
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03_shiny-1-1.mp4 - 8.72 MB
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04_shiny-1-2.en.srt - 8.57 KB
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04_shiny-1-2.en.txt - 5.36 KB
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04_shiny-1-2.mp4 - 9.22 MB
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05_shiny-1-3.en.srt - 5.93 KB
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05_shiny-1-3.en.txt - 3.79 KB
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05_shiny-1-3.mp4 - 7.58 MB
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06_shiny-1-4.en.srt - 8.8 KB
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06_shiny-1-4.en.txt - 5.53 KB
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06_shiny-1-4.mp4 - 10.02 MB
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07_shiny-1-5.en.srt - 12.92 KB
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07_shiny-1-5.en.txt - 8.1 KB
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07_shiny-1-5.mp4 - 17.3 MB
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02_shiny-part-2
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01_shiny-2-1.en.srt - 4.93 KB
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01_shiny-2-1.en.txt - 3.15 KB
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01_shiny-2-1.mp4 - 4.54 MB
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02_shiny-2-2.en.srt - 13.17 KB
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02_shiny-2-2.en.txt - 8.12 KB
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02_shiny-2-2.mp4 - 18.34 MB
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03_shiny-2-3.en.srt - 4.02 KB
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03_shiny-2-3.en.txt - 2.34 KB
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03_shiny-2-3.mp4 - 5.96 MB
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04_shiny-2-4.en.srt - 6.11 KB
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04_shiny-2-4.en.txt - 3.86 KB
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04_shiny-2-4.mp4 - 7.09 MB
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05_shiny-2-5.en.srt - 4.53 KB
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05_shiny-2-5.en.txt - 2.84 KB
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05_shiny-2-5.mp4 - 7.44 MB
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06_shiny-2-6.en.srt - 8.71 KB
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06_shiny-2-6.en.txt - 5.5 KB
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06_shiny-2-6.mp4 - 10.73 MB
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03_shiny-gadgets
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01_shiny-gadgets-1-1.en.srt - 7.92 KB
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01_shiny-gadgets-1-1.en.txt - 4.84 KB
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01_shiny-gadgets-1-1.mp4 - 8.39 MB
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02_shiny-gadgets-1-2.en.srt - 6.03 KB
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02_shiny-gadgets-1-2.en.txt - 3.78 KB
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02_shiny-gadgets-1-2.mp4 - 6.92 MB
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03_shiny-gadgets-1-3.en.srt - 8.64 KB
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03_shiny-gadgets-1-3.en.txt - 5.26 KB
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03_shiny-gadgets-1-3.mp4 - 12.21 MB
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04_googlevis
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01_googlevis-1-1.en.srt - 7.54 KB
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01_googlevis-1-1.en.txt - 4.49 KB
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01_googlevis-1-1.mp4 - 14.18 MB
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02_googlevis-1-2.en.srt - 11.44 KB
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02_googlevis-1-2.en.txt - 6.69 KB
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02_googlevis-1-2.mp4 - 16.96 MB
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05_plotly
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01_plotly-1-1.en.srt - 5.46 KB
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01_plotly-1-1.en.txt - 3.44 KB
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01_plotly-1-1.mp4 - 4.95 MB
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02_plotly-1-2.en.srt - 3.03 KB
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02_plotly-1-2.en.txt - 1.91 KB
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02_plotly-1-2.mp4 - 3.46 MB
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03_plotly-1-3.en.srt - 7.6 KB
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03_plotly-1-3.en.txt - 4.56 KB
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03_plotly-1-3.mp4 - 13.96 MB
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04_plotly-1-4.en.srt - 6.66 KB
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04_plotly-1-4.en.txt - 4.18 KB
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04_plotly-1-4.mp4 - 11.93 MB
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05_plotly-1-5.en.srt - 5.06 KB
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05_plotly-1-5.en.txt - 3.18 KB
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05_plotly-1-5.mp4 - 5.42 MB
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06_plotly-1-6.en.srt - 5.17 KB
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06_plotly-1-6.en.txt - 3.16 KB
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06_plotly-1-6.mp4 - 8.5 MB
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07_plotly-1-7.en.srt - 1.05 KB
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07_plotly-1-7.en.txt - 713 B
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07_plotly-1-7.mp4 - 2.13 MB
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08_plotly-1-8.en.srt - 2.24 KB
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08_plotly-1-8.en.txt - 1.45 KB
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08_plotly-1-8.mp4 - 2.68 MB
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03_r-markdown-and-leaflet
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01_r-markdown
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01_r-markdown-1-1.en.srt - 7 KB
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01_r-markdown-1-1.en.txt - 4.52 KB
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01_r-markdown-1-1.mp4 - 6.46 MB
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02_r-markdown-1-2.en.srt - 3.31 KB
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02_r-markdown-1-2.en.txt - 2.02 KB
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02_r-markdown-1-2.mp4 - 7.77 MB
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03_r-markdown-1-3.en.srt - 3.54 KB
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03_r-markdown-1-3.en.txt - 1.96 KB
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03_r-markdown-1-3.mp4 - 9 MB
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04_r-markdown-1-4.en.srt - 1.07 KB
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04_r-markdown-1-4.en.txt - 591 B
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04_r-markdown-1-4.mp4 - 2.12 MB
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05_r-markdown-1-5.en.srt - 4.97 KB
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05_r-markdown-1-5.en.txt - 3.02 KB
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05_r-markdown-1-5.mp4 - 12.18 MB
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06_r-markdown-1-6.en.srt - 9.75 KB
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06_r-markdown-1-6.en.txt - 5.96 KB
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06_r-markdown-1-6.mp4 - 14.67 MB
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02_sharing-r-markdown-documents
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01_three-ways-to-share-r-markdown-products_instructions.html - 1.97 KB
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03_leaflet
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01_leaflet-1-1.en.srt - 4.89 KB
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01_leaflet-1-1.en.txt - 3.04 KB
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01_leaflet-1-1.mp4 - 7.3 MB
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01_leaflet-1-1_Leaflet.rmd - 251.45 KB
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02_leaflet-1-2.en.srt - 8.35 KB
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02_leaflet-1-2.en.txt - 5.21 KB
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02_leaflet-1-2.mp4 - 15.95 MB
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03_leaflet-1-3.en.srt - 2.93 KB
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03_leaflet-1-3.en.txt - 1.74 KB
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03_leaflet-1-3.mp4 - 5.61 MB
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04_leaflet-1-4.en.srt - 4.14 KB
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04_leaflet-1-4.en.txt - 2.68 KB
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04_leaflet-1-4.mp4 - 9.5 MB
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05_leaflet-1-5.en.srt - 2.86 KB
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05_leaflet-1-5.en.txt - 1.71 KB
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05_leaflet-1-5.mp4 - 11.41 MB
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06_leaflet-1-6.en.srt - 8.93 KB
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06_leaflet-1-6.en.txt - 5.52 KB
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06_leaflet-1-6.mp4 - 22.84 MB
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04_r-packages
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01_r-packages
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01_r-packages_instructions.html - 1.2 KB
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02_r-packages-part-1.en.srt - 12.93 KB
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02_r-packages-part-1.en.txt - 8.08 KB
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02_r-packages-part-1.mp4 - 13.79 MB
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03_r-packages-part-2.en.srt - 25.74 KB
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03_r-packages-part-2.en.txt - 15.83 KB
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03_r-packages-part-2.mp4 - 19.05 MB
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04_building-r-packages-demo.en.srt - 26 KB
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04_building-r-packages-demo.en.txt - 15.44 KB
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04_building-r-packages-demo.mp4 - 68.53 MB
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05_r-classes-and-methods-part-1.en.srt - 22.66 KB
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05_r-classes-and-methods-part-1.en.txt - 14.02 KB
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05_r-classes-and-methods-part-1.mp4 - 26.92 MB
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06_r-classes-and-methods-part-2.en.srt - 18.52 KB
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06_r-classes-and-methods-part-2.en.txt - 11.49 KB
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06_r-classes-and-methods-part-2.mp4 - 15 MB
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05_swirl-and-course-project
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01_swirl-courses
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01_swirl-1-1.en.srt - 2.71 KB
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01_swirl-1-1.en.txt - 1.63 KB
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01_swirl-1-1.mp4 - 4.8 MB
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02_swirl-1-2.en.srt - 8.52 KB
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02_swirl-1-2.en.txt - 5.24 KB
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02_swirl-1-2.mp4 - 14.15 MB
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03_swirl-1-3.en.srt - 6.2 KB
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03_swirl-1-3.en.txt - 3.72 KB
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03_swirl-1-3.mp4 - 12.66 MB
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02_share-your-feedback
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01_post-course-survey_instructions.html - 1.28 KB
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data-science-project
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01_overview-understanding-the-problem-and-getting-the-data
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01_welcome
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01_welcome-to-the-capstone-project.en.srt - 2.66 KB
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01_welcome-to-the-capstone-project.en.txt - 1.67 KB
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01_welcome-to-the-capstone-project.mp4 - 19.12 MB
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02_a-note-of-explanation_instructions.html - 2.11 KB
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03_project-overview_NLPCourseraSlides.html - 7.13 KB
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03_project-overview_NaturalLanguageProcessing.html - 24.74 KB
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03_project-overview_instructions.html - 5.1 KB
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04_welcome-from-swiftkey.en.srt - 1.81 KB
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04_welcome-from-swiftkey.en.txt - 1.13 KB
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04_welcome-from-swiftkey.mp4 - 3.63 MB
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05_you-are-a-data-scientist-now.en.srt - 2.18 KB
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05_you-are-a-data-scientist-now.en.txt - 1.39 KB
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05_you-are-a-data-scientist-now.mp4 - 15.75 MB
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06_syllabus_Coursera-SwiftKey.zip - 548.04 MB
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06_syllabus_Referencing_handbook.pdf - 41.4 KB
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06_syllabus_instructions.html - 7.73 KB
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02_task-0-understanding-the-problem
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01_introduction-to-task-0-understanding-the-problem.en.srt - 2.18 KB
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01_introduction-to-task-0-understanding-the-problem.en.txt - 1.36 KB
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01_introduction-to-task-0-understanding-the-problem.mp4 - 14.74 MB
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02_task-0-understanding-the-problem_Coursera-SwiftKey.zip - 548.04 MB
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02_task-0-understanding-the-problem_NaturalLanguageProcessing.html - 24.74 KB
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02_task-0-understanding-the-problem_instructions.html - 4.21 KB
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03_about-the-corpora_instructions.html - 4.06 KB
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03_task-1-getting-and-cleaning-the-data
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01_introduction-to-task-1-getting-and-cleaning-the-data.en.srt - 2.1 KB
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01_introduction-to-task-1-getting-and-cleaning-the-data.en.txt - 1.35 KB
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01_introduction-to-task-1-getting-and-cleaning-the-data.mp4 - 15.84 MB
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02_task-1-getting-and-cleaning-the-data_instructions.html - 4.3 KB
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03_regular-expressions-part-1-optional.en.srt - 7.78 KB
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03_regular-expressions-part-1-optional.en.txt - 4.93 KB
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03_regular-expressions-part-1-optional.mp4 - 7.67 MB
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04_regular-expressions-part-2-optional.en.srt - 11.46 KB
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04_regular-expressions-part-2-optional.en.txt - 7.36 KB
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04_regular-expressions-part-2-optional.mp4 - 11.71 MB
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02_exploratory-data-analysis-and-modeling
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01_task-2-exploratory-data-analysis
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01_introduction-to-task-2-exploratory-data-analysis.en.srt - 2.41 KB
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01_introduction-to-task-2-exploratory-data-analysis.en.txt - 1.59 KB
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01_introduction-to-task-2-exploratory-data-analysis.mp4 - 19.88 MB
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02_task-2-exploratory-data-analysis_instructions.html - 2.51 KB
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02_task-3-modeling
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01_introduction-to-task-3-modeling.en.srt - 1.95 KB
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01_introduction-to-task-3-modeling.en.txt - 1.23 KB
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01_introduction-to-task-3-modeling.mp4 - 13.35 MB
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02_task-3-modeling_instructions.html - 4.94 KB
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03_prediction-model
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01_task-4-prediction-model
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01_introduction-to-task-4-prediction-model.en.srt - 2.3 KB
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01_introduction-to-task-4-prediction-model.en.txt - 1.42 KB
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01_introduction-to-task-4-prediction-model.mp4 - 13.84 MB
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02_task-4-prediction-model_instructions.html - 2.19 KB
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04_creative-exploration
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01_task-5-creative-exploration
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01_introduction-to-task-5-creative-exploration.en.srt - 1.68 KB
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01_introduction-to-task-5-creative-exploration.en.txt - 1.06 KB
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01_introduction-to-task-5-creative-exploration.mp4 - 10.63 MB
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02_task-5-creative-exploration_instructions.html - 2.21 KB
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05_data-product
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01_task-6-data-product
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01_introduction-to-task-6-data-product.en.srt - 1.85 KB
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01_introduction-to-task-6-data-product.en.txt - 1.16 KB
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01_introduction-to-task-6-data-product.mp4 - 13.51 MB
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02_task-6-data-product_instructions.html - 2.15 KB
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06_slide-deck
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01_task-7-slide-deck
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01_introduction-to-task-7-slide-deck.en.srt - 1.36 KB
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01_introduction-to-task-7-slide-deck.en.txt - 890 B
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01_introduction-to-task-7-slide-deck.mp4 - 9.01 MB
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02_task-7-slide-deck_instructions.html - 2.29 KB
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07_final-project-submission-and-evaluation
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01_final-project-submission
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01_congratulations.en.srt - 3.71 KB
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01_congratulations.en.txt - 2.13 KB
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01_congratulations.mp4 - 11.56 MB
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practical-machine-learning
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01_week-1-prediction-errors-and-cross-validation
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01_week-1
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01_welcome-to-practical-machine-learning_instructions.html - 2.17 KB
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02_a-note-of-explanation_instructions.html - 2.11 KB
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03_syllabus_instructions.html - 6.65 KB
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04_pre-course-survey_instructions.html - 1.19 KB
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05_prediction-motivation.en.srt - 15.1 KB
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05_prediction-motivation.en.txt - 9.3 KB
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05_prediction-motivation.mp4 - 12.47 MB
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05_prediction-motivation_001predictionMotivation.pdf - 2.14 MB
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06_what-is-prediction.en.srt - 15.07 KB
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06_what-is-prediction.en.txt - 9.4 KB
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06_what-is-prediction.mp4 - 13.26 MB
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06_what-is-prediction_002whatIsPrediction.pdf - 1.81 MB
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07_relative-importance-of-steps.en.srt - 18.41 KB
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07_relative-importance-of-steps.en.txt - 11.3 KB
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07_relative-importance-of-steps.mp4 - 14.49 MB
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07_relative-importance-of-steps_003relativeImportance.pdf - 906.82 KB
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08_in-and-out-of-sample-errors.en.srt - 12.43 KB
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08_in-and-out-of-sample-errors.en.txt - 7.78 KB
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08_in-and-out-of-sample-errors.mp4 - 9.98 MB
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08_in-and-out-of-sample-errors_004inOutSampleErrors.pdf - 1.01 MB
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09_prediction-study-design.en.srt - 16.32 KB
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09_prediction-study-design.en.txt - 10.17 KB
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09_prediction-study-design.mp4 - 12.9 MB
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09_prediction-study-design_005predictionStudyDesign.pdf - 861.73 KB
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10_types-of-errors.en.srt - 18.84 KB
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10_types-of-errors.en.txt - 11.67 KB
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10_types-of-errors.mp4 - 16.74 MB
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10_types-of-errors_006typesOfErrors.pdf - 1.68 MB
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11_receiver-operating-characteristic.en.srt - 8.62 KB
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11_receiver-operating-characteristic.en.txt - 5.41 KB
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11_receiver-operating-characteristic.mp4 - 6.9 MB
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12_cross-validation.en.srt - 15.07 KB
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12_cross-validation.en.txt - 9.33 KB
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12_cross-validation.mp4 - 11.4 MB
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12_cross-validation_008crossValidation.pdf - 501.23 KB
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13_what-data-should-you-use.en.srt - 11.35 KB
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13_what-data-should-you-use.en.txt - 7.05 KB
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13_what-data-should-you-use.mp4 - 9.61 MB
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13_what-data-should-you-use_009whatData.pdf - 1.67 MB
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02_week-2-the-caret-package
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01_week-2
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01_caret-package.en.srt - 11.04 KB
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01_caret-package.en.txt - 6.91 KB
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01_caret-package.mp4 - 10.12 MB
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01_caret-package_010caretPackage.pdf - 2.26 MB
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02_data-slicing.en.srt - 9.35 KB
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02_data-slicing.en.txt - 5.87 KB
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02_data-slicing.mp4 - 8.04 MB
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02_data-slicing_011dataSlicing.pdf - 832.67 KB
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03_training-options.en.srt - 12.07 KB
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03_training-options.en.txt - 7.66 KB
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03_training-options.mp4 - 10.36 MB
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03_training-options_012trainOptions.pdf - 1.29 MB
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04_plotting-predictors.en.srt - 17.99 KB
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04_plotting-predictors.en.txt - 11.2 KB
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04_plotting-predictors.mp4 - 17.51 MB
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04_plotting-predictors_013plottingPredictors.pdf - 1.66 MB
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05_basic-preprocessing.en.srt - 18.53 KB
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05_basic-preprocessing.en.txt - 11.49 KB
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05_basic-preprocessing.mp4 - 15.72 MB
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05_basic-preprocessing_014basicPreprocessing.pdf - 1.51 MB
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06_covariate-creation.en.srt - 29.58 KB
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06_covariate-creation.en.txt - 18.4 KB
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06_covariate-creation.mp4 - 26.86 MB
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06_covariate-creation_015covariateCreation.pdf - 1.88 MB
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07_preprocessing-with-principal-components-analysis.en.srt - 24.34 KB
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07_preprocessing-with-principal-components-analysis.en.txt - 15.01 KB
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07_preprocessing-with-principal-components-analysis.mp4 - 20.04 MB
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07_preprocessing-with-principal-components-analysis_016preProcessingPCA.pdf - 1.68 MB
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08_predicting-with-regression.en.srt - 19.11 KB
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08_predicting-with-regression.en.txt - 11.87 KB
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08_predicting-with-regression.mp4 - 18.29 MB
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08_predicting-with-regression_017predictingWithRegression.pdf - 1.79 MB
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09_predicting-with-regression-multiple-covariates.en.srt - 18.17 KB
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09_predicting-with-regression-multiple-covariates.en.txt - 11.27 KB
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09_predicting-with-regression-multiple-covariates.mp4 - 17.13 MB
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09_predicting-with-regression-multiple-covariates_018predictingWithRegressionMC.pdf - 1.77 MB
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03_week-3-predicting-with-trees-random-forests-model-based-predictions
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01_week-3
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01_predicting-with-trees.en.srt - 20.45 KB
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01_predicting-with-trees.en.txt - 12.6 KB
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01_predicting-with-trees.mp4 - 18.64 MB
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01_predicting-with-trees_019predictingWithTrees.pdf - 1.65 MB
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02_bagging.en.srt - 14.73 KB
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02_bagging.en.txt - 9.13 KB
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02_bagging.mp4 - 13.08 MB
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02_bagging_020bagging.pdf - 1.53 MB
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03_random-forests.en.srt - 11.54 KB
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03_random-forests.en.txt - 7.24 KB
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03_random-forests.mp4 - 10.17 MB
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03_random-forests_021randomForests.pdf - 1.35 MB
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04_boosting.en.srt - 11.65 KB
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04_boosting.en.txt - 7.24 KB
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04_boosting.mp4 - 10.61 MB
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04_boosting_022boosting.pdf - 1.15 MB
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05_model-based-prediction.en.srt - 18.96 KB
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05_model-based-prediction.en.txt - 11.62 KB
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05_model-based-prediction.mp4 - 16.85 MB
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05_model-based-prediction_023modelBasedPrediction.pdf - 1.22 MB
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04_week-4-regularized-regression-and-combining-predictors
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01_week-4
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01_regularized-regression.en.srt - 21.17 KB
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04_practical-r-exercises-in-swirl
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01_practical-r-exercises-in-swirl-part-2_instructions.html - 1.21 KB
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02_swirl-lesson-1-variance_instructions.html - 1.2 KB
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03_swirl-lesson-2-commondistros_instructions.html - 1.2 KB
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05_week-2-quiz
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03_week-intervals-testing-pvalues
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01_module-8-confidence-intervals
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02_module-9-hypothesis-testing
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03_module-10-p-values
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04_knitr
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