├── .gitignore ├── 1_log ├── income.csv ├── logarithm_in_data_analysis.ipynb └── revenue.csv ├── 3_normal_distribution ├── Exercise │ ├── bhp.csv │ ├── exercise.md │ └── exercise_solution.ipynb ├── heights.csv ├── heights_few_samples.xlsx ├── normal_distribution.ipynb └── zscore.png ├── 4_mean_percentile ├── Exercise │ ├── exercise.md │ └── percentile_exercise_solution.ipynb ├── income.csv └── median_percentile.ipynb ├── 5_log_normal_distribution ├── income.csv ├── lognormal_dist.ipynb └── usa_household_income.xls ├── 6_cosine_similarity └── cosine_similarity.ipynb ├── 7_modified_z_score ├── modified_z_score.xlsx ├── modified_z_score_tutorial.ipynb └── movie_revenues.csv └── README.md /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/codebasics/math-for-machine-learning/HEAD/.gitignore -------------------------------------------------------------------------------- /1_log/income.csv: -------------------------------------------------------------------------------- 1 | company,revenue 2 | Tesla ,31 3 | UBER,11 4 | Amazon,386 5 | Jindal Steel,4.7 6 | Axis Bank,5.6 7 | Vedanta,11.3 8 | -------------------------------------------------------------------------------- /1_log/logarithm_in_data_analysis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/codebasics/math-for-machine-learning/HEAD/1_log/logarithm_in_data_analysis.ipynb -------------------------------------------------------------------------------- /1_log/revenue.csv: -------------------------------------------------------------------------------- 1 | company,revenue 2 | Tesla ,31 3 | UBER,11 4 | Amazon,386 5 | Jindal Steel,4.7 6 | Axis Bank,5.6 7 | Vedanta,11.3 8 | -------------------------------------------------------------------------------- /3_normal_distribution/Exercise/bhp.csv: 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