Files Included :

2 Getting started Linear regression ML model.mp4 (115.83 MB)
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3 Decision Tree regressior ML model.mp4 (57.21 MB)
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4 Random Forest regressor ML model.mp4 (56.55 MB)
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5 Support Vector regressor ML model.mp4 (42.71 MB)
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6 XGBoost regressor ML model.mp4 (48.1 MB)
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1 Getting started Logistic regression ML model.mp4 (138.89 MB)
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2 Decision Tree classification ML model.mp4 (77.33 MB)
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3 Random Forest classification ML model.mp4 (68.72 MB)
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4 K Nearest Neighbours classification ML model.mp4 (120.5 MB)
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5 LightGBM classification ML model.mp4 (81.8 MB)
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1 KMeans clustering ML model.mp4 (127.76 MB)
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2 DBSCAN clustering ML model.mp4 (138.42 MB)
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1 Kaggle for vast practice resources & portfolio.mp4 (35.91 MB)
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2 ChatGPT Your Fastest Code Companion.mp4 (60.26 MB)
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1 Data Science and its characteristics.mp4 (10.21 MB)
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2 Data Science vs Data Analysis.mp4 (5.84 MB)
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3 Complete Data Science work-flow.mp4 (12.53 MB)
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1 Getting started loading your data into jupyter notebook.mp4 (39.09 MB)
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2 Impute missing values with Simple-Imputer.mp4 (81.08 MB)
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3 Rectify inconsistent variables and values.mp4 (61.72 MB)
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4 Identify and assign correct data types.mp4 (40.32 MB)
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5 Abolish duplicated data from the dataset.mp4 (28.27 MB)
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1 Sorting and arranging dataset.mp4 (30.87 MB)
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2 Conditional filtering (and, or, not etc ).mp4 (71.7 MB)
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3 Merging dataset with extra features.mp4 (31.15 MB)
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4 Concatenating data with extra data.mp4 (31.36 MB)
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1 Understanding exploratory data analysis.mp4 (27.88 MB)
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2 Investigating Value Counts Analysis Technique.mp4 (165.65 MB)
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3 Delving into Descriptive Statistics Analysis Technique.mp4 (95.67 MB)
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4 Understanding Group By Analysis Method.mp4 (113.61 MB)
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5 Mastering Pivot Table Analysis Method.mp4 (144.41 MB)
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6 Unpacking Crosstabulation Analysis Method.mp4 (68.54 MB)
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7 Exploring Correlation Analysis Method.mp4 (27.09 MB)
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1 Various aspects of hypothesis testing.mp4 (30.42 MB)
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2 Understand confidence, significance level and p-value.mp4 (27.44 MB)
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3 Statistical data analysis and hypothesis testing.mp4 (29.83 MB)
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1 Testing normal distribution of numeric variables.mp4 (42.79 MB)
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2 Square root data transformation method.mp4 (37.79 MB)
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3 Logarithm data transformation method.mp4 (37.04 MB)
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4 Box-cox data transformation method.mp4 (37.88 MB)
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5 Yeo-Johnson data transformation method.mp4 (41.62 MB)
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1 One way between groups ANOVA Checking the difference.mp4 (67.32 MB)
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2 Pearson correlation test Checking the relationship.mp4 (82.49 MB)
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3 Regression test Checking the influence.mp4 (103.82 MB)
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1 Feature engineering to generate significant variable.mp4 (114.17 MB)
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2 Feature encoding to assign numeric values.mp4 (33.45 MB)
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3 Techniques to create dummy variables.mp4 (47.25 MB)
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4 Feature scaling for standardization and normalization.mp4 (84.59 MB)
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5 Splitting data into training and testing set.mp4 (38.75 MB)
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