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mp4 | Video: h264,1280X720 | Audio: AAC, 44.1 KHz
Genre:eLearning | Language: English | Size:6.94 GB
Files Included :
1 Data analysis definition, types and examples.mp4 (55.04 MB)
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2 Key components of data analysis.mp4 (81.29 MB)
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3 Tools and technologies for data analysis.mp4 (68.18 MB)
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4 Real-world application of data analysis.mp4 (49.66 MB)
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1 ML for data analysis and decision-making.mp4 (50.19 MB)
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2 Widely used ML methods in the data analytics.mp4 (90.19 MB)
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3 Steps in developing machine learning model.mp4 (55.67 MB)
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1 Visualizing data for the best insight delivery.mp4 (29.61 MB)
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2 Several methods of data visualization Part 1.mp4 (24.42 MB)
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3 Several methods of data visualization Part 2.mp4 (35.65 MB)
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4 Several methods of data visualization Part 3.mp4 (32.76 MB)
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1 Identifying and removing duplicates.mp4 (43.18 MB)
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3 Dealing with missing values.mp4 (102.96 MB)
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5 Dealing with outliers.mp4 (81.27 MB)
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7 Finding and imputing inconsistent values.mp4 (56.72 MB)
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9 Text-to-columns for data separation.mp4 (29.84 MB)
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1 Applying sorts & filters to narrow down data.mp4 (65.72 MB)
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3 Advanced filtering with custom criteria.mp4 (54.05 MB)
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1 Highlighting cells based on criteria.mp4 (76.96 MB)
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3 Findings top and bottom insights.mp4 (42.59 MB)
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5 Creating color scales and color bars.mp4 (72.11 MB)
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1 SUM, AVERAGE, MIN, and MAX functions.mp4 (115.14 MB)
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11 VLOOKUP for column-wise insight search.mp4 (56.17 MB)
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13 HLOOKUP for row-wise insight search.mp4 (60.71 MB)
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15 XLOOKUP for robust & complex insight search.mp4 (62.86 MB)
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3 SUMIF, and AVERAGEIF functions.mp4 (77.77 MB)
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5 COUNT, COUNTA, and COUNTIF functions.mp4 (75.37 MB)
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7 YEAR, MONTH and DAY for date manipulation.mp4 (44.38 MB)
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9 IF STATEMENTs for conditional operation.mp4 (110.53 MB)
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1 Analyze data with Stacked and cluster bar charts.mp4 (128.81 MB)
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11 Adjusting and decorating graphs and charts.mp4 (40.88 MB)
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3 Analyze data with Pie chart and line chart.mp4 (64.02 MB)
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5 Analyze data with Area chart and TreeMap.mp4 (69.48 MB)
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7 Analyze data with Boxplot and Histogram.mp4 (35.55 MB)
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9 Analyze data with Scatter plot and Combo chart.mp4 (35 MB)
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1 PivotTables for GROUP data analysis PART 1.mp4 (84.72 MB)
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3 PivotTables for CROSSTAB data analysis PART 2.mp4 (40.56 MB)
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5 PivotCharts and Slicers for interactivity.mp4 (54.53 MB)
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1 Descriptive statistics and analysis.mp4 (51.54 MB)
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11 Multiple linear regression analysis.mp4 (102.75 MB)
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3 Independent sample t-test for two samples.mp4 (68.77 MB)
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5 Paired sample t-test for two samples.mp4 (39.33 MB)
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7 Analysis of variance - One way ANOVA.mp4 (64.34 MB)
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9 Correlation analysis for relationship.mp4 (72.47 MB)
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1 Accumulating relevant information.mp4 (79.64 MB)
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2 Creating a canvas for dashboard.mp4 (40.14 MB)
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3 Developing the complete dashboard.mp4 (64.91 MB)
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4 Final touch up for dashboard decoration.mp4 (50.2 MB)
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1 Various sources of collecting data.mp4 (37.07 MB)
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2 Population vs sample and its methods.mp4 (74.5 MB)
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1 Getting started with first python code.mp4 (14.52 MB)
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3 Assigning variable names correctly.mp4 (28.14 MB)
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5 Various data types and data structures.mp4 (28.91 MB)
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6 Converting and casting data types.mp4 (46.54 MB)
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1 Arithmetic operators (+, -, , , %, ).mp4 (32.59 MB)
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13 Logical operators (and, or, not).mp4 (32.1 MB)
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8 Comparison operators (, , =, =, ==, !=).mp4 (35.27 MB)
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1 Lists creation, indexing, slicing, modifying.mp4 (73.55 MB)
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11 Dictionaries key-value pairs, methods.mp4 (44.55 MB)
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8 Sets unique elements, operations.mp4 (38.76 MB)
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1 Conditional statements (if, elif, else).mp4 (28.05 MB)
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11 Defining, creating, and calling functions.mp4 (21.28 MB)
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4 Nested logical expressions in conditions.mp4 (40.14 MB)
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8 Looping structures (for loops, while loops).mp4 (34.81 MB)
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1 Preparing notebook and loading data.mp4 (44.53 MB)
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12 Assigning correct data types.mp4 (21.83 MB)
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14 Dealing with duplicated values.mp4 (19.89 MB)
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3 Identifying missing or null values.mp4 (21.93 MB)
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5 Method of missing value imputation.mp4 (52.39 MB)
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7 Exploring data types in a dataframe.mp4 (29.03 MB)
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9 Dealing with inconsistent values.mp4 (36.22 MB)
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1 Sorting data by column and order.mp4 (22.69 MB)
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10 Slicing dataframe with loc and iloc.mp4 (51.31 MB)
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13 Filtering data for many conditions.mp4 (28.83 MB)
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3 Filtering data with boolean indexing.mp4 (41.45 MB)
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6 Query method for precise filtering.mp4 (34.52 MB)
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8 Filtering data with isin method.mp4 (27.92 MB)
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1 Joining dataframes horizontally.mp4 (32.35 MB)
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3 Concatenate dataframes vertically.mp4 (43.06 MB)
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1 Frequency and percentage analysis.mp4 (24.35 MB)
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11 Correlation analysis for numeric data.mp4 (40.83 MB)
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3 Descriptive statistics and analysis.mp4 (43.01 MB)
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5 Group by data analysis method.mp4 (27.45 MB)
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7 Pivot table analysis - all in one.mp4 (74.84 MB)
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9 Cross-tabulation analysis method.mp4 (19.81 MB)
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1 Why you cannot ignore cleaning your data.mp4 (39.63 MB)
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2 Various aspects of data cleaning.mp4 (110.4 MB)
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1 Understanding visualisation tools.mp4 (17.83 MB)
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10 Exploring distribution with histogram.mp4 (41.89 MB)
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12 Correlation analysis via scatterplot.mp4 (40.48 MB)
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14 Matrix visualisation with heatmap.mp4 (36.27 MB)
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16 Boxplot statistical visualisation method.mp4 (31.16 MB)
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2 Getting started with bar charts.mp4 (57.25 MB)
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4 Stacked and clustered bar charts.mp4 (48.36 MB)
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6 Pie chart for percentage analysis.mp4 (22.96 MB)
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8 Line chart for grouping data analysis.mp4 (41.13 MB)
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1 Investigating distribution of numeric data.mp4 (93.81 MB)
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11 Yeo-Johnson power transformation method.mp4 (51.3 MB)
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3 Shapiro Wilk test of normality.mp4 (33.17 MB)
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5 Starting with square root transformation.mp4 (60.36 MB)
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7 Logarithmic transformation method.mp4 (44.56 MB)
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9 Box-cox power transformation method.mp4 (36.45 MB)
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1 One sample t-test.mp4 (36.94 MB)
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10 Pearson correlation analysis.mp4 (51.05 MB)
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12 Linear regression analysis.mp4 (68.55 MB)
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3 Independent sample t-test.mp4 (50.96 MB)
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5 One way Analysis of Variance.mp4 (73.11 MB)
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8 Chi square test for independence.mp4 (29.78 MB)
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1 Generating new features.mp4 (31.93 MB)
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11 Converting features into dummy.mp4 (23.84 MB)
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3 Extracting day, month and year.mp4 (39.78 MB)
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5 Encoding features - LabelEncoder.mp4 (18.92 MB)
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7 Categorizing numeric feature.mp4 (43.63 MB)
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9 Manual feature encoding.mp4 (33.95 MB)
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1 Selecting features and target.mp4 (46.65 MB)
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11 Splitting into train and test set.mp4 (36.89 MB)
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3 Scaling features - StandardScaler.mp4 (21.08 MB)
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5 Scaling features - MinMaxScaler.mp4 (18.7 MB)
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7 Dimensionality reduction with PCA.mp4 (60.63 MB)
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1 Linear regression ML model.mp4 (35.82 MB)
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5 Decision tree regressor ML model.mp4 (29.48 MB)
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7 Random forest regressor ML model.mp4 (35.49 MB)
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1 Logistic regression ML model.mp4 (47.16 MB)
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4 Decision tree classification ML model.mp4 (34.28 MB)
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6 Random forest classification ML model.mp4 (25.13 MB)
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1 Calculating within cluster sum of squares.mp4 (33.73 MB)
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3 Selecting optimal number of clusters.mp4 (13.69 MB)
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5 Application of KMeans machine learning.mp4 (32.23 MB)
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1 Various aspects of Joining datasets.mp4 (55.97 MB)
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2 Adding extra data with concatenation.mp4 (37.33 MB)
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1 EDA for generating significant insights.mp4 (38.89 MB)
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2 Methods of exploratory data analysis Part 1.mp4 (81.32 MB)
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3 Methods of exploratory data analysis Part 2.mp4 (84.2 MB)
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4 Methods of exploratory data analysis Part 3.mp4 (79.66 MB)
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1 The application of statistical test.mp4 (56.65 MB)
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2 Types of statistical data analysis.mp4 (36.44 MB)
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3 Statistical test vs Exploratory data analysis.mp4 (20.31 MB)
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4 A Recap on descriptive statistics methods.mp4 (18.8 MB)
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5 Inferential statistics Part 1 - T-tests and ANOVA.mp4 (39.62 MB)
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6 Inferential statistics Part 2 - Relationships measures.mp4 (22.65 MB)
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7 Inferential statistics Part 3 - Linear regression.mp4 (91.66 MB)
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1 Probability in data analysis.mp4 (67.93 MB)
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2 Classical probability.mp4 (39.81 MB)
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3 Empirical probability.mp4 (30.96 MB)
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4 Conditional probability.mp4 (55.61 MB)
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5 Joint probability.mp4 (38.73 MB)
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1 Hypothesis testing for inferential statistics.mp4 (52.54 MB)
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2 Selecting statistical test and assumption testing.mp4 (59.94 MB)
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3 Confidence level, significance level, p-value.mp4 (17.3 MB)
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4 Making decision and conclusion on findings.mp4 (14.73 MB)
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5 Complete statistical analysis and hypothesis testing.mp4 (50 MB)
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1 Transforming data for improved analysis.mp4 (51.66 MB)
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2 Techniques for data transformation Part 1.mp4 (27.98 MB)
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3 Techniques for data transformation Part 2.mp4 (31.09 MB)
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