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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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