1 Data analysis definition, types and examples.mp4 (55.04 MB)
MP4
2 Key components of data analysis.mp4 (81.29 MB)
MP4
3 Tools and technologies for data analysis.mp4 (68.18 MB)
MP4
4 Real-world application of data analysis.mp4 (49.66 MB)
MP4
1 ML for data analysis and decision-making.mp4 (50.19 MB)
MP4
2 Widely used ML methods in the data analytics.mp4 (90.19 MB)
MP4
3 Steps in developing machine learning model.mp4 (55.67 MB)
MP4
1 Visualizing data for the best insight delivery.mp4 (29.61 MB)
MP4
2 Several methods of data visualization Part 1.mp4 (24.42 MB)
MP4
3 Several methods of data visualization Part 2.mp4 (35.65 MB)
MP4
4 Several methods of data visualization Part 3.mp4 (32.76 MB)
MP4
1 Identifying and removing duplicates.mp4 (43.18 MB)
MP4
3 Dealing with missing values.mp4 (102.96 MB)
MP4
5 Dealing with outliers.mp4 (81.27 MB)
MP4
7 Finding and imputing inconsistent values.mp4 (56.72 MB)
MP4
9 Text-to-columns for data separation.mp4 (29.84 MB)
MP4
1 Applying sorts & filters to narrow down data.mp4 (65.72 MB)
MP4
3 Advanced filtering with custom criteria.mp4 (54.05 MB)
MP4
1 Highlighting cells based on criteria.mp4 (76.96 MB)
MP4
3 Findings top and bottom insights.mp4 (42.59 MB)
MP4
5 Creating color scales and color bars.mp4 (72.11 MB)
MP4
1 SUM, AVERAGE, MIN, and MAX functions.mp4 (115.14 MB)
MP4
11 VLOOKUP for column-wise insight search.mp4 (56.17 MB)
MP4
13 HLOOKUP for row-wise insight search.mp4 (60.71 MB)
MP4
15 XLOOKUP for robust & complex insight search.mp4 (62.86 MB)
MP4
3 SUMIF, and AVERAGEIF functions.mp4 (77.77 MB)
MP4
5 COUNT, COUNTA, and COUNTIF functions.mp4 (75.37 MB)
MP4
7 YEAR, MONTH and DAY for date manipulation.mp4 (44.38 MB)
MP4
9 IF STATEMENTs for conditional operation.mp4 (110.53 MB)
MP4
1 Analyze data with Stacked and cluster bar charts.mp4 (128.81 MB)
MP4
11 Adjusting and decorating graphs and charts.mp4 (40.88 MB)
MP4
3 Analyze data with Pie chart and line chart.mp4 (64.02 MB)
MP4
5 Analyze data with Area chart and TreeMap.mp4 (69.48 MB)
MP4
7 Analyze data with Boxplot and Histogram.mp4 (35.55 MB)
MP4
9 Analyze data with Scatter plot and Combo chart.mp4 (35 MB)
MP4
1 PivotTables for GROUP data analysis PART 1.mp4 (84.72 MB)
MP4
3 PivotTables for CROSSTAB data analysis PART 2.mp4 (40.56 MB)
MP4
5 PivotCharts and Slicers for interactivity.mp4 (54.53 MB)
MP4
1 Descriptive statistics and analysis.mp4 (51.54 MB)
MP4
11 Multiple linear regression analysis.mp4 (102.75 MB)
MP4
3 Independent sample t-test for two samples.mp4 (68.77 MB)
MP4
5 Paired sample t-test for two samples.mp4 (39.33 MB)
MP4
7 Analysis of variance – One way ANOVA.mp4 (64.34 MB)
MP4
9 Correlation analysis for relationship.mp4 (72.47 MB)
MP4
1 Accumulating relevant information.mp4 (79.64 MB)
MP4
2 Creating a canvas for dashboard.mp4 (40.14 MB)
MP4
3 Developing the complete dashboard.mp4 (64.91 MB)
MP4
4 Final touch up for dashboard decoration.mp4 (50.2 MB)
MP4
1 Various sources of collecting data.mp4 (37.07 MB)
MP4
2 Population vs sample and its methods.mp4 (74.5 MB)
MP4
1 Getting started with first python code.mp4 (14.52 MB)
MP4
3 Assigning variable names correctly.mp4 (28.14 MB)
MP4
5 Various data types and data structures.mp4 (28.91 MB)
MP4
6 Converting and casting data types.mp4 (46.54 MB)
MP4
1 Arithmetic operators (+, -, , , %, ).mp4 (32.59 MB)
MP4
13 Logical operators (and, or, not).mp4 (32.1 MB)
MP4
8 Comparison operators (, , =, =, ==, !=).mp4 (35.27 MB)
MP4
1 Lists creation, indexing, slicing, modifying.mp4 (73.55 MB)
MP4
11 Dictionaries key-value pairs, methods.mp4 (44.55 MB)
MP4
8 Sets unique elements, operations.mp4 (38.76 MB)
MP4
1 Conditional statements (if, elif, else).mp4 (28.05 MB)
MP4
11 Defining, creating, and calling functions.mp4 (21.28 MB)
MP4
4 Nested logical expressions in conditions.mp4 (40.14 MB)
MP4
8 Looping structures (for loops, while loops).mp4 (34.81 MB)
MP4
1 Preparing notebook and loading data.mp4 (44.53 MB)
MP4
12 Assigning correct data types.mp4 (21.83 MB)
MP4
14 Dealing with duplicated values.mp4 (19.89 MB)
MP4
3 Identifying missing or null values.mp4 (21.93 MB)
MP4
5 Method of missing value imputation.mp4 (52.39 MB)
MP4
7 Exploring data types in a dataframe.mp4 (29.03 MB)
MP4
9 Dealing with inconsistent values.mp4 (36.22 MB)
MP4
1 Sorting data by column and order.mp4 (22.69 MB)
MP4
10 Slicing dataframe with loc and iloc.mp4 (51.31 MB)
MP4
13 Filtering data for many conditions.mp4 (28.83 MB)
MP4
3 Filtering data with boolean indexing.mp4 (41.45 MB)
MP4
6 Query method for precise filtering.mp4 (34.52 MB)
MP4
8 Filtering data with isin method.mp4 (27.92 MB)
MP4
1 Joining dataframes horizontally.mp4 (32.35 MB)
MP4
3 Concatenate dataframes vertically.mp4 (43.06 MB)
MP4
1 Frequency and percentage analysis.mp4 (24.35 MB)
MP4
11 Correlation analysis for numeric data.mp4 (40.83 MB)
MP4
3 Descriptive statistics and analysis.mp4 (43.01 MB)
MP4
5 Group by data analysis method.mp4 (27.45 MB)
MP4
7 Pivot table analysis - all in one.mp4 (74.84 MB)
MP4
9 Cross-tabulation analysis method.mp4 (19.81 MB)
MP4
1 Why you cannot ignore cleaning your data.mp4 (39.63 MB)
MP4
2 Various aspects of data cleaning.mp4 (110.4 MB)
MP4
1 Understanding visualisation tools.mp4 (17.83 MB)
MP4
10 Exploring distribution with histogram.mp4 (41.89 MB)
MP4
12 Correlation analysis via scatterplot.mp4 (40.48 MB)
MP4
14 Matrix visualisation with heatmap.mp4 (36.27 MB)
MP4
16 Boxplot statistical visualisation method.mp4 (31.16 MB)
MP4
2 Getting started with bar charts.mp4 (57.25 MB)
MP4
4 Stacked and clustered bar charts.mp4 (48.36 MB)
MP4
6 Pie chart for percentage analysis.mp4 (22.96 MB)
MP4
8 Line chart for grouping data analysis.mp4 (41.13 MB)
MP4
1 Investigating distribution of numeric data.mp4 (93.81 MB)
MP4
11 Yeo-Johnson power transformation method.mp4 (51.3 MB)
MP4
3 Shapiro Wilk test of normality.mp4 (33.17 MB)
MP4
5 Starting with square root transformation.mp4 (60.36 MB)
MP4
7 Logarithmic transformation method.mp4 (44.56 MB)
MP4
9 Box-cox power transformation method.mp4 (36.45 MB)
MP4
1 One sample t-test.mp4 (36.94 MB)
MP4
10 Pearson correlation analysis.mp4 (51.05 MB)
MP4
12 Linear regression analysis.mp4 (68.55 MB)
MP4
3 Independent sample t-test.mp4 (50.96 MB)
MP4
5 One way Analysis of Variance.mp4 (73.11 MB)
MP4
8 Chi square test for independence.mp4 (29.78 MB)
MP4
1 Generating new features.mp4 (31.93 MB)
MP4
11 Converting features into dummy.mp4 (23.84 MB)
MP4
3 Extracting day, month and year.mp4 (39.78 MB)
MP4
5 Encoding features - LabelEncoder.mp4 (18.92 MB)
MP4
7 Categorizing numeric feature.mp4 (43.63 MB)
MP4
9 Manual feature encoding.mp4 (33.95 MB)
MP4
1 Selecting features and target.mp4 (46.65 MB)
MP4
11 Splitting into train and test set.mp4 (36.89 MB)
MP4
3 Scaling features - StandardScaler.mp4 (21.08 MB)
MP4
5 Scaling features - MinMaxScaler.mp4 (18.7 MB)
MP4
7 Dimensionality reduction with PCA.mp4 (60.63 MB)
MP4
1 Linear regression ML model.mp4 (35.82 MB)
MP4
5 Decision tree regressor ML model.mp4 (29.48 MB)
MP4
7 Random forest regressor ML model.mp4 (35.49 MB)
MP4
1 Logistic regression ML model.mp4 (47.16 MB)
MP4
4 Decision tree classification ML model.mp4 (34.28 MB)
MP4
6 Random forest classification ML model.mp4 (25.13 MB)
MP4
1 Calculating within cluster sum of squares.mp4 (33.73 MB)
MP4
3 Selecting optimal number of clusters.mp4 (13.69 MB)
MP4
5 Application of KMeans machine learning.mp4 (32.23 MB)
MP4
1 Various aspects of Joining datasets.mp4 (55.97 MB)
MP4
2 Adding extra data with concatenation.mp4 (37.33 MB)
MP4
1 EDA for generating significant insights.mp4 (38.89 MB)
MP4
2 Methods of exploratory data analysis Part 1.mp4 (81.32 MB)
MP4
3 Methods of exploratory data analysis Part 2.mp4 (84.2 MB)
MP4
4 Methods of exploratory data analysis Part 3.mp4 (79.66 MB)
MP4
1 The application of statistical test.mp4 (56.65 MB)
MP4
2 Types of statistical data analysis.mp4 (36.44 MB)
MP4
3 Statistical test vs Exploratory data analysis.mp4 (20.31 MB)
MP4
4 A Recap on descriptive statistics methods.mp4 (18.8 MB)
MP4
5 Inferential statistics Part 1 – T-tests and ANOVA.mp4 (39.62 MB)
MP4
6 Inferential statistics Part 2 – Relationships measures.mp4 (22.65 MB)
MP4
7 Inferential statistics Part 3 – Linear regression.mp4 (91.66 MB)
MP4
1 Probability in data analysis.mp4 (67.93 MB)
MP4
2 Classical probability.mp4 (39.81 MB)
MP4
3 Empirical probability.mp4 (30.96 MB)
MP4
4 Conditional probability.mp4 (55.61 MB)
MP4
5 Joint probability.mp4 (38.73 MB)
MP4
1 Hypothesis testing for inferential statistics.mp4 (52.54 MB)
MP4
2 Selecting statistical test and assumption testing.mp4 (59.94 MB)
MP4
3 Confidence level, significance level, p-value.mp4 (17.3 MB)
MP4
4 Making decision and conclusion on findings.mp4 (14.73 MB)
MP4
5 Complete statistical analysis and hypothesis testing.mp4 (50 MB)
MP4
1 Transforming data for improved analysis.mp4 (51.66 MB)
MP4
2 Techniques for data transformation Part 1.mp4 (27.98 MB)
MP4
3 Techniques for data transformation Part 2.mp4 (31.09 MB)
MP4