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0. Websites you may like/[CourseClub.ME].url 122 B
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0. Websites you may like/[FCS Forum].url 133 B
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0. Websites you may like/[FreeCourseSite.com].url 127 B
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01 Introductions/001 [Important] Getting the most out of this course.en.srt 6.3 KB
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01 Introductions/001 [Important] Getting the most out of this course.ia.mp4 38.04 MB
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01 Introductions/001 [Important] Getting the most out of this course.mp4 38.04 MB
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01 Introductions/002 About using MATLAB or Python.en.srt 6.17 KB
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01 Introductions/002 About using MATLAB or Python.ia.mp4 38.91 MB
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01 Introductions/002 About using MATLAB or Python.mp4 38.91 MB
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01 Introductions/003 Statistics guessing game!.en.srt 13.88 KB
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01 Introductions/003 Statistics guessing game!.ia.mp4 80.31 MB
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01 Introductions/003 Statistics guessing game!.mp4 80.31 MB
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01 Introductions/003 stats-intro-GuessTheTest.zip 3.72 KB
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01 Introductions/004 Using the Q&A forum.en.srt 8.48 KB
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01 Introductions/004 Using the Q&A forum.ia.mp4 24.47 MB
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01 Introductions/004 Using the Q&A forum.mp4 24.47 MB
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01 Introductions/005 (optional) Entering time-stamped notes in the Udemy video player.en.srt 3.23 KB
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01 Introductions/005 (optional) Entering time-stamped notes in the Udemy video player.ia.mp4 8.46 MB
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01 Introductions/005 (optional) Entering time-stamped notes in the Udemy video player.mp4 8.46 MB
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02 Math prerequisites/006 Should you memorize statistical formulas_.en.srt 4.32 KB
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02 Math prerequisites/006 Should you memorize statistical formulas_.ia.mp4 28.04 MB
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02 Math prerequisites/006 Should you memorize statistical formulas_.mp4 28.04 MB
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02 Math prerequisites/007 Arithmetic and exponents.en.srt 5.85 KB
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02 Math prerequisites/007 Arithmetic and exponents.ia.mp4 7.62 MB
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02 Math prerequisites/007 Arithmetic and exponents.mp4 7.62 MB
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02 Math prerequisites/008 Scientific notation.en.srt 9.1 KB
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02 Math prerequisites/008 Scientific notation.ia.mp4 12.96 MB
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02 Math prerequisites/008 Scientific notation.mp4 12.96 MB
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02 Math prerequisites/009 Summation notation.en.srt 6.25 KB
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02 Math prerequisites/009 Summation notation.ia.mp4 7.8 MB
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02 Math prerequisites/009 Summation notation.mp4 7.8 MB
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02 Math prerequisites/010 Absolute value.en.srt 4.34 KB
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02 Math prerequisites/010 Absolute value.ia.mp4 6.97 MB
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02 Math prerequisites/010 Absolute value.mp4 6.97 MB
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02 Math prerequisites/011 Natural exponent and logarithm.en.srt 8.38 KB
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02 Math prerequisites/011 Natural exponent and logarithm.ia.mp4 12.28 MB
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02 Math prerequisites/011 Natural exponent and logarithm.mp4 12.28 MB
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02 Math prerequisites/012 The logistic function.en.srt 13.67 KB
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02 Math prerequisites/012 The logistic function.ia.mp4 18.03 MB
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02 Math prerequisites/012 The logistic function.mp4 18.03 MB
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02 Math prerequisites/013 Rank and tied-rank.en.srt 9.96 KB
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02 Math prerequisites/013 Rank and tied-rank.ia.mp4 12.94 MB
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02 Math prerequisites/013 Rank and tied-rank.mp4 12.94 MB
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03 IMPORTANT_ Download course materials/014 Download materials for the entire course!.en.srt 5.62 KB
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03 IMPORTANT_ Download course materials/014 Download materials for the entire course!.ia.mp4 14.52 MB
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03 IMPORTANT_ Download course materials/014 Download materials for the entire course!.mp4 14.52 MB
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03 IMPORTANT_ Download course materials/014 statsML.zip 1.42 MB
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04 What are (is_) data_/015 Is _data_ singular or plural_!_!!_!.en.srt 2.42 KB
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04 What are (is_) data_/015 Is _data_ singular or plural_!_!!_!.ia.mp4 10.89 MB
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04 What are (is_) data_/015 Is _data_ singular or plural_!_!!_!.mp4 10.89 MB
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04 What are (is_) data_/016 Where do data come from and what do they mean_.en.srt 8.74 KB
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04 What are (is_) data_/016 Where do data come from and what do they mean_.ia.mp4 35.62 MB
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04 What are (is_) data_/016 Where do data come from and what do they mean_.mp4 35.62 MB
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04 What are (is_) data_/017 Types of data_ categorical, numerical, etc.en.srt 21.77 KB
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04 What are (is_) data_/017 Types of data_ categorical, numerical, etc.ia.mp4 59.62 MB
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04 What are (is_) data_/017 Types of data_ categorical, numerical, etc.mp4 59.62 MB
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04 What are (is_) data_/018 Code_ representing types of data on computers.en.srt 13.67 KB
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04 What are (is_) data_/018 Code_ representing types of data on computers.ia.mp4 47.94 MB
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04 What are (is_) data_/018 Code_ representing types of data on computers.mp4 47.94 MB
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04 What are (is_) data_/019 Sample vs. population data.en.srt 17.89 KB
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04 What are (is_) data_/019 Sample vs. population data.ia.mp4 37.27 MB
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04 What are (is_) data_/019 Sample vs. population data.mp4 37.27 MB
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04 What are (is_) data_/020 Samples, case reports, and anecdotes.en.srt 7.98 KB
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04 What are (is_) data_/020 Samples, case reports, and anecdotes.ia.mp4 17.88 MB
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04 What are (is_) data_/020 Samples, case reports, and anecdotes.mp4 17.88 MB
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04 What are (is_) data_/021 The ethics of making up data.en.srt 10.72 KB
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04 What are (is_) data_/021 The ethics of making up data.ia.mp4 19.76 MB
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04 What are (is_) data_/021 The ethics of making up data.mp4 19.76 MB
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05 Visualizing data/022 Bar plots.en.srt 17.75 KB
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05 Visualizing data/022 Bar plots.ia.mp4 37.01 MB
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05 Visualizing data/022 Bar plots.mp4 37.01 MB
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05 Visualizing data/023 Code_ bar plots.en.srt 26.48 KB
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05 Visualizing data/023 Code_ bar plots.ia.mp4 100.24 MB
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05 Visualizing data/023 Code_ bar plots.mp4 100.24 MB
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05 Visualizing data/024 Box-and-whisker plots.en.srt 8.15 KB
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05 Visualizing data/024 Box-and-whisker plots.ia.mp4 11.21 MB
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05 Visualizing data/024 Box-and-whisker plots.mp4 11.21 MB
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05 Visualizing data/025 Code_ box plots.en.srt 13.3 KB
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05 Visualizing data/025 Code_ box plots.ia.mp4 83.68 MB
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05 Visualizing data/025 Code_ box plots.mp4 83.68 MB
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05 Visualizing data/026 _Unsupervised learning__ Boxplots of normal and uniform noise.en.srt 3.89 KB
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05 Visualizing data/026 _Unsupervised learning__ Boxplots of normal and uniform noise.ia.mp4 8.27 MB
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05 Visualizing data/026 _Unsupervised learning__ Boxplots of normal and uniform noise.mp4 8.27 MB
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05 Visualizing data/027 Histograms.en.srt 16.45 KB
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05 Visualizing data/027 Histograms.ia.mp4 43.91 MB
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05 Visualizing data/027 Histograms.mp4 43.91 MB
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05 Visualizing data/028 Code_ histograms.en.srt 25.25 KB
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05 Visualizing data/028 Code_ histograms.ia.mp4 133.75 MB
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05 Visualizing data/028 Code_ histograms.mp4 133.75 MB
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05 Visualizing data/029 _Unsupervised learning__ Histogram proportion.en.srt 3.54 KB
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05 Visualizing data/029 _Unsupervised learning__ Histogram proportion.ia.mp4 11.83 MB
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05 Visualizing data/029 _Unsupervised learning__ Histogram proportion.mp4 11.83 MB
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05 Visualizing data/030 Pie charts.en.srt 8.83 KB
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05 Visualizing data/030 Pie charts.ia.mp4 16.63 MB
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05 Visualizing data/030 Pie charts.mp4 16.63 MB
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05 Visualizing data/031 Code_ pie charts.en.srt 20.19 KB
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05 Visualizing data/031 Code_ pie charts.ia.mp4 69.24 MB
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05 Visualizing data/031 Code_ pie charts.mp4 69.24 MB
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05 Visualizing data/032 When to use lines instead of bars.en.srt 8.98 KB
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05 Visualizing data/032 When to use lines instead of bars.ia.mp4 18.08 MB
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05 Visualizing data/032 When to use lines instead of bars.mp4 18.08 MB
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05 Visualizing data/033 Linear vs. logarithmic axis scaling.en.srt 12.99 KB
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05 Visualizing data/033 Linear vs. logarithmic axis scaling.ia.mp4 25.66 MB
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05 Visualizing data/033 Linear vs. logarithmic axis scaling.mp4 25.66 MB
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05 Visualizing data/034 Code_ line plots.en.srt 11.32 KB
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05 Visualizing data/034 Code_ line plots.ia.mp4 37.42 MB
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05 Visualizing data/034 Code_ line plots.mp4 37.42 MB
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05 Visualizing data/035 _Unsupervised learning__ log-scaled plots.en.srt 2.57 KB
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05 Visualizing data/035 _Unsupervised learning__ log-scaled plots.ia.mp4 3.75 MB
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05 Visualizing data/035 _Unsupervised learning__ log-scaled plots.mp4 3.75 MB
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06 Descriptive statistics/036 Descriptive vs. inferential statistics.en.srt 6.63 KB
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06 Descriptive statistics/036 Descriptive vs. inferential statistics.ia.mp4 21.56 MB
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06 Descriptive statistics/036 Descriptive vs. inferential statistics.mp4 21.56 MB
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06 Descriptive statistics/037 Accuracy, precision, resolution.en.srt 11.88 KB
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06 Descriptive statistics/037 Accuracy, precision, resolution.ia.mp4 25.54 MB
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06 Descriptive statistics/037 Accuracy, precision, resolution.mp4 25.54 MB
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06 Descriptive statistics/038 Data distributions.en.srt 17.43 KB
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06 Descriptive statistics/038 Data distributions.ia.mp4 32.14 MB
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06 Descriptive statistics/038 Data distributions.mp4 32.14 MB
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06 Descriptive statistics/039 Code_ data from different distributions.en.srt 47.83 KB
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06 Descriptive statistics/039 Code_ data from different distributions.ia.mp4 303.53 MB
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06 Descriptive statistics/039 Code_ data from different distributions.mp4 303.53 MB
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06 Descriptive statistics/040 _Unsupervised learning__ histograms of distributions.en.srt 3.19 KB
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06 Descriptive statistics/040 _Unsupervised learning__ histograms of distributions.ia.mp4 10.21 MB
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06 Descriptive statistics/040 _Unsupervised learning__ histograms of distributions.mp4 10.21 MB
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06 Descriptive statistics/041 The beauty and simplicity of Normal.en.srt 7.93 KB
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06 Descriptive statistics/041 The beauty and simplicity of Normal.ia.mp4 10.31 MB
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06 Descriptive statistics/041 The beauty and simplicity of Normal.mp4 10.31 MB
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06 Descriptive statistics/042 Measures of central tendency (mean).en.srt 19.78 KB
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06 Descriptive statistics/042 Measures of central tendency (mean).ia.mp4 38.91 MB
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06 Descriptive statistics/042 Measures of central tendency (mean).mp4 38.91 MB
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06 Descriptive statistics/043 Measures of central tendency (median, mode).en.srt 18.95 KB
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06 Descriptive statistics/043 Measures of central tendency (median, mode).ia.mp4 34.45 MB
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06 Descriptive statistics/043 Measures of central tendency (median, mode).mp4 34.45 MB
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06 Descriptive statistics/044 Code_ computing central tendency.en.srt 20.95 KB
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06 Descriptive statistics/044 Code_ computing central tendency.ia.mp4 76.27 MB
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06 Descriptive statistics/044 Code_ computing central tendency.mp4 76.27 MB
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06 Descriptive statistics/045 _Unsupervised learning__ central tendencies with outliers.en.srt 4.48 KB
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06 Descriptive statistics/045 _Unsupervised learning__ central tendencies with outliers.ia.mp4 16.79 MB
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06 Descriptive statistics/045 _Unsupervised learning__ central tendencies with outliers.mp4 16.79 MB
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06 Descriptive statistics/046 Measures of dispersion (variance, standard deviation).en.srt 27.35 KB
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06 Descriptive statistics/046 Measures of dispersion (variance, standard deviation).ia.mp4 54.41 MB
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06 Descriptive statistics/046 Measures of dispersion (variance, standard deviation).mp4 54.41 MB
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06 Descriptive statistics/047 Code_ Computing dispersion.en.srt 38.67 KB
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06 Descriptive statistics/047 Code_ Computing dispersion.ia.mp4 266.53 MB
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06 Descriptive statistics/047 Code_ Computing dispersion.mp4 266.53 MB
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06 Descriptive statistics/048 Interquartile range (IQR).en.srt 7.29 KB
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06 Descriptive statistics/048 Interquartile range (IQR).ia.mp4 9.91 MB
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06 Descriptive statistics/048 Interquartile range (IQR).mp4 9.91 MB
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06 Descriptive statistics/049 Code_ IQR.en.srt 24.41 KB
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06 Descriptive statistics/049 Code_ IQR.ia.mp4 83.65 MB
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06 Descriptive statistics/049 Code_ IQR.mp4 83.65 MB
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06 Descriptive statistics/050 QQ plots.en.srt 10.58 KB
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06 Descriptive statistics/050 QQ plots.ia.mp4 16.34 MB
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06 Descriptive statistics/050 QQ plots.mp4 16.34 MB
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06 Descriptive statistics/051 Code_ QQ plots.en.srt 24.47 KB
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06 Descriptive statistics/051 Code_ QQ plots.ia.mp4 90.55 MB
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06 Descriptive statistics/051 Code_ QQ plots.mp4 90.55 MB
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06 Descriptive statistics/052 Statistical _moments_.en.srt 13.63 KB
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06 Descriptive statistics/052 Statistical _moments_.ia.mp4 21.81 MB
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06 Descriptive statistics/052 Statistical _moments_.mp4 21.81 MB
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06 Descriptive statistics/053 Histograms part 2_ Number of bins.en.srt 14.9 KB
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06 Descriptive statistics/053 Histograms part 2_ Number of bins.ia.mp4 23.53 MB
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06 Descriptive statistics/053 Histograms part 2_ Number of bins.mp4 23.53 MB
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06 Descriptive statistics/054 Code_ Histogram bins.en.srt 18.59 KB
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06 Descriptive statistics/054 Code_ Histogram bins.ia.mp4 118.27 MB
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06 Descriptive statistics/054 Code_ Histogram bins.mp4 118.27 MB
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06 Descriptive statistics/055 Violin plots.en.srt 5.19 KB
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06 Descriptive statistics/055 Violin plots.ia.mp4 6.53 MB
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06 Descriptive statistics/055 Violin plots.mp4 6.53 MB
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06 Descriptive statistics/056 Code_ violin plots.en.srt 16.08 KB
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06 Descriptive statistics/056 Code_ violin plots.ia.mp4 105.08 MB
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06 Descriptive statistics/056 Code_ violin plots.mp4 105.08 MB
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06 Descriptive statistics/057 _Unsupervised learning__ asymmetric violin plots.en.srt 4.01 KB
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06 Descriptive statistics/057 _Unsupervised learning__ asymmetric violin plots.ia.mp4 17.37 MB
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06 Descriptive statistics/057 _Unsupervised learning__ asymmetric violin plots.mp4 17.37 MB
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06 Descriptive statistics/058 Shannon entropy.en.srt 16.14 KB
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06 Descriptive statistics/058 Shannon entropy.ia.mp4 33.23 MB
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06 Descriptive statistics/058 Shannon entropy.mp4 33.23 MB
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06 Descriptive statistics/059 Code_ entropy.en.srt 31.58 KB
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06 Descriptive statistics/059 Code_ entropy.ia.mp4 110.34 MB
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06 Descriptive statistics/059 Code_ entropy.mp4 110.34 MB
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06 Descriptive statistics/060 _Unsupervised learning__ entropy and number of bins.en.srt 2.09 KB
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06 Descriptive statistics/060 _Unsupervised learning__ entropy and number of bins.ia.mp4 8.27 MB
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06 Descriptive statistics/060 _Unsupervised learning__ entropy and number of bins.mp4 8.27 MB
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07 Data normalizations and outliers/061 Garbage in, garbage out (GIGO).en.srt 5.9 KB
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07 Data normalizations and outliers/061 Garbage in, garbage out (GIGO).ia.mp4 11.61 MB
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07 Data normalizations and outliers/061 Garbage in, garbage out (GIGO).mp4 11.61 MB
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07 Data normalizations and outliers/062 Z-score standardization.en.srt 14.89 KB
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07 Data normalizations and outliers/062 Z-score standardization.ia.mp4 36.38 MB
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07 Data normalizations and outliers/062 Z-score standardization.mp4 36.38 MB
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07 Data normalizations and outliers/063 Code_ z-score.en.srt 20.05 KB
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07 Data normalizations and outliers/063 Code_ z-score.ia.mp4 66.96 MB
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07 Data normalizations and outliers/063 Code_ z-score.mp4 66.96 MB
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07 Data normalizations and outliers/064 Min-max scaling.en.srt 7.52 KB
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07 Data normalizations and outliers/064 Min-max scaling.ia.mp4 11.74 MB
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07 Data normalizations and outliers/064 Min-max scaling.mp4 11.74 MB
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07 Data normalizations and outliers/065 Code_ min-max scaling.en.srt 13.11 KB
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07 Data normalizations and outliers/065 Code_ min-max scaling.ia.mp4 40.53 MB
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07 Data normalizations and outliers/065 Code_ min-max scaling.mp4 40.53 MB
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07 Data normalizations and outliers/066 _Unsupervised learning__ Invert the min-max scaling.en.srt 3.77 KB
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07 Data normalizations and outliers/066 _Unsupervised learning__ Invert the min-max scaling.ia.mp4 6.82 MB
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07 Data normalizations and outliers/066 _Unsupervised learning__ Invert the min-max scaling.mp4 6.82 MB
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07 Data normalizations and outliers/067 What are outliers and why are they dangerous_.en.srt 22.43 KB
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07 Data normalizations and outliers/067 What are outliers and why are they dangerous_.ia.mp4 43.23 MB
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07 Data normalizations and outliers/067 What are outliers and why are they dangerous_.mp4 43.23 MB
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07 Data normalizations and outliers/068 Removing outliers_ z-score method.en.srt 14.72 KB
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07 Data normalizations and outliers/068 Removing outliers_ z-score method.ia.mp4 33.66 MB
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07 Data normalizations and outliers/068 Removing outliers_ z-score method.mp4 33.66 MB
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07 Data normalizations and outliers/069 The modified z-score method.en.srt 6.13 KB
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07 Data normalizations and outliers/069 The modified z-score method.ia.mp4 9.68 MB
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07 Data normalizations and outliers/069 The modified z-score method.mp4 9.68 MB
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07 Data normalizations and outliers/070 Code_ z-score for outlier removal.en.srt 35.06 KB
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07 Data normalizations and outliers/070 Code_ z-score for outlier removal.ia.mp4 137.22 MB
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07 Data normalizations and outliers/070 Code_ z-score for outlier removal.mp4 137.22 MB
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07 Data normalizations and outliers/071 _Unsupervised learning__ z vs. modified-z.en.srt 3.99 KB
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07 Data normalizations and outliers/071 _Unsupervised learning__ z vs. modified-z.ia.mp4 9.07 MB
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07 Data normalizations and outliers/071 _Unsupervised learning__ z vs. modified-z.mp4 9.07 MB
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07 Data normalizations and outliers/072 Multivariate outlier detection.en.srt 14.97 KB
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07 Data normalizations and outliers/072 Multivariate outlier detection.ia.mp4 25.19 MB
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07 Data normalizations and outliers/072 Multivariate outlier detection.mp4 25.19 MB
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07 Data normalizations and outliers/073 Code_ Euclidean distance for outlier removal.en.srt 13.29 KB
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07 Data normalizations and outliers/073 Code_ Euclidean distance for outlier removal.ia.mp4 43.84 MB
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07 Data normalizations and outliers/073 Code_ Euclidean distance for outlier removal.mp4 43.84 MB
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07 Data normalizations and outliers/074 Removing outliers by data trimming.en.srt 8.87 KB
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07 Data normalizations and outliers/074 Removing outliers by data trimming.ia.mp4 16.99 MB
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08 Probability theory/097 The Law of Large Numbers.en.srt 14.99 KB
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18 Bonus section/210 About deep learning.html 1.79 KB
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