38 - Arithmetic operators.mp4 (32.24 MB)
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39 - Comparison operators.mp4 (37.01 MB)
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40 - Logical operators and or not.mp4 (39.91 MB)
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42 - Lists creation indexing slicing modifying.mp4 (83.56 MB)
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43 - Sets unique elements operations.mp4 (28.88 MB)
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44 - Dictionaries keyvalue pairs methods.mp4 (45.16 MB)
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46 - Conditional statements if elif else.mp4 (22 MB)
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47 - Nested logical expressions in conditions.mp4 (47.45 MB)
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48 - Looping structures for loops while loops.mp4 (33.97 MB)
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49 - Defining creating and calling functions.mp4 (16.36 MB)
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51 - Preparing notebook and loading data.mp4 (43.13 MB)
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52 - Identifying missing or null values.mp4 (22.2 MB)
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53 - Method of missing value imputation.mp4 (51.28 MB)
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54 - Exploring data types in a dataframe.mp4 (36.71 MB)
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55 - Dealing with inconsistent values.mp4 (36.43 MB)
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56 - Assigning correct data types.mp4 (13.01 MB)
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57 - Dealing with duplicated values.mp4 (20.6 MB)
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59 - Sorting data by column and order.mp4 (26.53 MB)
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60 - Filtering data with boolean indexing.mp4 (42.51 MB)
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61 - Query method for precise filtering.mp4 (36.24 MB)
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62 - Filtering data with isin method.mp4 (29.49 MB)
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63 - Slicing dataframe with loc and iloc.mp4 (52.86 MB)
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64 - Filtering data for many conditions.mp4 (30.06 MB)
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66 - Joining dataframes horizontally.mp4 (32.94 MB)
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67 - Concatenate dataframes vertically.mp4 (25.95 MB)
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69 - Frequency and percentage analysis.mp4 (25.13 MB)
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70 - Descriptive statistics and analysis.mp4 (58.17 MB)
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71 - Group by data analysis method.mp4 (36.96 MB)
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72 - Pivot table analysis all in one.mp4 (101.8 MB)
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73 - Crosstabulation analysis method.mp4 (15.22 MB)
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74 - Correlation analysis for numeric data.mp4 (50.76 MB)
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76 - Understanding visualisation tools.mp4 (11.7 MB)
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77 - Getting started with bar charts.mp4 (35.05 MB)
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78 - Stacked and clustered bar charts.mp4 (37.12 MB)
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79 - Pie chart for percentage analysis.mp4 (22.76 MB)
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80 - Line chart for grouping data analysis.mp4 (41.15 MB)
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81 - Exploring distribution with histogram.mp4 (42.17 MB)
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82 - Correlation analysis via scatterplot.mp4 (40.71 MB)
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83 - Matrix visualisation with heatmap.mp4 (36.96 MB)
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84 - Boxplot statistical visualisation method.mp4 (19.45 MB)
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86 - Investigating distribution of numeric data.mp4 (71.45 MB)
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87 - Shapiro Wilk test of normality.mp4 (31.63 MB)
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88 - Starting with square root transformation.mp4 (61.74 MB)
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89 - Logarithmic transformation method.mp4 (45.61 MB)
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90 - Boxcox power transformation method.mp4 (45.24 MB)
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91 - YeoJohnson power transformation method.mp4 (68.08 MB)
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93 - One sample ttest.mp4 (42.52 MB)
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94 - Independent sample ttest.mp4 (59.55 MB)
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95 - One way Analysis of Variance.mp4 (89.32 MB)
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96 - Chi square test for independence.mp4 (29.97 MB)
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97 - Pearson correlation analysis.mp4 (61.88 MB)
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98 - Linear regression analysis.mp4 (80.12 MB)
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4 - Understanding analyzing data.mp4 (46.71 MB)
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5 - Realworld application of data analysis.mp4 (39.23 MB)
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100 - Generating new features.mp4 (31.98 MB)
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101 - Extracting day month and year.mp4 (54.86 MB)
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102 - Encoding features LabelEncoder.mp4 (21.1 MB)
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103 - Categorizing numeric feature.mp4 (45.3 MB)
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104 - Manual feature encoding.mp4 (37.35 MB)
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105 - Converting features into dummy.mp4 (28.44 MB)
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107 - Selecting features and target.mp4 (64.18 MB)
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108 - Scaling features StandardScaler.mp4 (22.03 MB)
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109 - Scaling features MinMaxScaler.mp4 (22.36 MB)
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110 - Dimensionality reduction with PCA.mp4 (61.16 MB)
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111 - Splitting into train and test set.mp4 (43.51 MB)
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113 - Linear regression machine learning.mp4 (35.42 MB)
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114 - Decision tree regressor machine learning.mp4 (29.55 MB)
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115 - Random forest regressor machine learning.mp4 (35.99 MB)
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117 - Logistic regression machine learning.mp4 (46.94 MB)
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118 - Decision tree classification machine learning.mp4 (43.13 MB)
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119 - Random forest classification machine learning.mp4 (24.44 MB)
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121 - Calculating within cluster sum of squares.mp4 (33.73 MB)
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122 - Selecting optimal number of clusters.mp4 (13.71 MB)
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123 - Application of KMeans machine learning.mp4 (21.86 MB)
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10 - Methods of exploratory data analysis Part 3.mp4 (67.37 MB)
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6 - Various aspects of data cleaning.mp4 (168.48 MB)
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7 - Various aspects of Joining datasets.mp4 (71.77 MB)
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8 - Methods of exploratory data analysis Part 1.mp4 (124.64 MB)
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9 - Methods of exploratory data analysis Part 2.mp4 (46.87 MB)
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11 - Population vs sample and its methods.mp4 (87.68 MB)
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12 - Types of statistical data analysis.mp4 (32.01 MB)
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13 - A Recap on descriptive statistics methods.mp4 (11.22 MB)
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14 - Inferential statistics Part 1 Ttests and ANOVA.mp4 (29.93 MB)
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15 - Inferential statistics Part 2 Relationships measures.mp4 (16.63 MB)
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16 - Inferential statistics Part 3 Linear regression.mp4 (142.77 MB)
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17 - Hypothesis testing for inferential statistics.mp4 (38.6 MB)
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18 - Selecting statistical test and assumption testing.mp4 (59.67 MB)
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19 - Confidence level significance level pvalue.mp4 (10.5 MB)
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20 - Making decision and conclusion on findings.mp4 (9.8 MB)
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21 - AZ statistical analysis and hypothesis testing.mp4 (32.64 MB)
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22 - Techniques for data transformation Part 1.mp4 (32.73 MB)
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23 - Techniques for data transformation Part 2.mp4 (49.57 MB)
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24 - Several methods of data visualization Part 1.mp4 (25.98 MB)
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25 - Several methods of data visualization Part 2.mp4 (38 MB)
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26 - Several methods of data visualization Part 3.mp4 (34.64 MB)
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27 - Importance of ML in data analytics.mp4 (32.39 MB)
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28 - Widely used machine learning models.mp4 (67.85 MB)
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29 - Steps in developing machine learning model.mp4 (41.54 MB)
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33 - Getting started with first python code.mp4 (11.28 MB)
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34 - Assigning variable names correctly.mp4 (28.77 MB)
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35 - Various data types and data structures.mp4 (29.8 MB)
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36 - Converting and casting data types.mp4 (36.46 MB)
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