data-science

Data Science with Python - BSc Course (48 lessons, 534 slides)

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Information

Property	Value
Language	HTML
Stars	0
Forks	0
Watchers	0
Open Issues	7
License	MIT License
Created	2025-12-09
Last Updated	2026-04-01
Last Push	2026-04-01
Contributors	1
Default Branch	master
Visibility	private

Notebooks

This repository contains 41 notebook(s):

Notebook	Language	Type

| dschart_demo | PYTHON | jupyter |

| L01_Python_Setup_Notebook | PYTHON | jupyter |

| L02_Data_Structures_Notebook | PYTHON | jupyter |

| L04_Functions_Notebook | PYTHON | jupyter |

| L06_Selection_Filtering_Notebook | PYTHON | jupyter |

| L08_Basic_Operations_Notebook | PYTHON | jupyter |

| L10_Merging_Joining_Notebook | PYTHON | jupyter |

| L12_Time_Series_Notebook | PYTHON | jupyter |

| L14_Distributions_Notebook | PYTHON | jupyter |

| L16_Correlation_Notebook | PYTHON | jupyter |

| L18_Seaborn_Plots_Notebook | PYTHON | jupyter |

| L20_Data_Storytelling_Notebook | PYTHON | jupyter |

| L21_inclass_noise_effects | PYTHON | jupyter |

| L22_Regularization_Notebook | PYTHON | jupyter |

| L22_inclass_lasso_selection | PYTHON | jupyter |

| L23_inclass_metric_comparison | PYTHON | jupyter |

| L24_Factor_Models_Notebook | PYTHON | jupyter |

| L24_inclass_capm_beta | PYTHON | jupyter |

| L26_Decision_Trees_Notebook | PYTHON | jupyter |

| L28_Class_Imbalance_Notebook | PYTHON | jupyter |

| L30_Hierarchical_Clustering_Notebook | PYTHON | jupyter |

| L32_ML_Pipeline_Notebook | PYTHON | jupyter |

| L34_MLP_Activations_Notebook | PYTHON | jupyter |

| L36_Overfitting_Prevention_Notebook | PYTHON | jupyter |

| L38_BOW_TFIDF_Notebook | PYTHON | jupyter |

| L40_Sentiment_Analysis_Notebook | PYTHON | jupyter |

| L42_FastAPI_Notebook | PYTHON | jupyter |

| L44_Cloud_Deployment_Notebook | PYTHON | jupyter |

| L46_Project_Work_2_Notebook | PYTHON | jupyter |

| L48_Final_Presentations_Notebook | PYTHON | jupyter |

| Stock_Prediction_DT_RF-checkpoint | PYTHON | jupyter |

| Stock_Prediction_Final-checkpoint | PYTHON | jupyter |

| Stock_Prediction_with_Visuals-checkpoint | PYTHON | jupyter |

| Stock_Prediction_DT_RF | PYTHON | jupyter |

| Stock_Prediction_Final | PYTHON | jupyter |

| Stock_Prediction_with_Visuals | PYTHON | jupyter |

| stock_prediction_minimal | PYTHON | jupyter |

| kmeans_demo-checkpoint | PYTHON | jupyter |

| kmeans_minimal-checkpoint | PYTHON | jupyter |

| kmeans_demo | PYTHON | jupyter |

| kmeans_minimal | PYTHON | jupyter |

Datasets

This repository includes 584 dataset(s):

Dataset	Format	Size

| .claude_settings.json | .json | 0.57 KB |

| ralph-state.json | .json | 0.19 KB |

| ralplan-state.json | .json | 0.42 KB |

| ultrawork-state.json | .json | 3.19 KB |

| clustered_results.csv | .csv | 702.73 KB |

| dataset.xlsx | .xlsx | 765.42 KB |

| data | | 0.0 KB |

| kmeans_demo_data.csv | .csv | 16.43 KB |

| quiz_config.json | .json | 2.3 KB |

| quiz_day_1.csv | .csv | 2.99 KB |

| quiz_day_2.csv | .csv | 3.02 KB |

| quiz_day_3.csv | .csv | 3.14 KB |

| quiz_day_4.csv | .csv | 3.04 KB |

| quiz_day_5.csv | .csv | 3.01 KB |

| quiz_day_6.csv | .csv | 2.83 KB |

| audit_output.json | .json | 69.13 KB |

| chart_analysis.json | .json | 781.29 KB |

| chart_inventory.json | .json | 818.44 KB |

| charts.json | .json | 169.08 KB |

| conversion_plan.json | .json | 11.54 KB |

| conversion_results.json | .json | 0.68 KB |

| datasets | | 0.0 KB |

| generate_stock_data.py | .py | 1.56 KB |

| stock_prices.csv | .csv | 15.07 KB |

| colab_links.json | .json | 0.43 KB |

| inventory.json | .json | 35.13 KB |

| L01_Python_Setup.json | .json | 6.47 KB |

| L02_Data_Structures.json | .json | 6.29 KB |

| L03_Control_Flow.json | .json | 6.45 KB |

| L04_Functions.json | .json | 6.74 KB |

| L05_DataFrames_Introduction.json | .json | 6.61 KB |

| L06_Selection_Filtering.json | .json | 6.68 KB |

| L07_Missing_Data.json | .json | 7.02 KB |

| L08_Basic_Operations.json | .json | 6.73 KB |

| L09_GroupBy_Operations.json | .json | 7.08 KB |

| L10_Merging_Joining.json | .json | 7.12 KB |

| L11_NumPy_Basics.json | .json | 6.7 KB |

| L12_Time_Series.json | .json | 7.26 KB |

| L13_Descriptive_Statistics.json | .json | 6.53 KB |

| L14_Distributions.json | .json | 6.96 KB |

| L15_Hypothesis_Testing.json | .json | 6.87 KB |

| L16_Correlation.json | .json | 6.88 KB |

| L17_Matplotlib_Basics.json | .json | 6.55 KB |

| L18_Seaborn_Plots.json | .json | 6.66 KB |

| L19_Multi_Panel_Figures.json | .json | 6.9 KB |

| L20_Data_Storytelling.json | .json | 6.9 KB |

| L21_Linear_Regression.json | .json | 6.81 KB |

| L22_Regularization.json | .json | 7.01 KB |

| L23_Regression_Metrics.json | .json | 6.96 KB |

| L24_Factor_Models.json | .json | 6.76 KB |

| L25_Logistic_Regression.json | .json | 6.67 KB |

| L26_Decision_Trees.json | .json | 6.86 KB |

| L27_Classification_Metrics.json | .json | 6.66 KB |

| L28_Class_Imbalance.json | .json | 7.17 KB |

| L29_KMeans_Clustering.json | .json | 6.63 KB |

| L30_Hierarchical_Clustering.json | .json | 7.04 KB |

| L31_PCA.json | .json | 7.05 KB |

| L32_ML_Pipeline.json | .json | 6.62 KB |

| L33_Perceptron.json | .json | 6.67 KB |

| L34_MLP_Activations.json | .json | 6.58 KB |

| L35_Backpropagation.json | .json | 6.5 KB |

| L36_Overfitting_Prevention.json | .json | 6.81 KB |

| L37_Text_Preprocessing.json | .json | 6.41 KB |

| L38_BOW_TFIDF.json | .json | 6.46 KB |

| L39_Word_Embeddings.json | .json | 6.5 KB |

| L40_Sentiment_Analysis.json | .json | 6.47 KB |

| L41_Model_Serialization.json | .json | 6.42 KB |

| L42_FastAPI.json | .json | 6.08 KB |

| L43_Streamlit_Dashboards.json | .json | 6.21 KB |

| L44_Cloud_Deployment.json | .json | 6.32 KB |

| L45_Project_Work_1.json | .json | 6.72 KB |

| L46_Project_Work_2.json | .json | 6.81 KB |

| L47_ML_Ethics.json | .json | 6.69 KB |

| L48_Final_Presentations.json | .json | 6.64 KB |

| ultrawork-state.json | .json | 14.5 KB |

| .sync_state.json | .json | 0.24 KB |

| remaining_text_heavy.json | .json | 18.91 KB |

| L01_review.json | .json | 9.68 KB |

| L02_review.json | .json | 9.58 KB |

| L03_review.json | .json | 7.05 KB |

| L04_review.json | .json | 7.18 KB |

| L05_review.json | .json | 6.76 KB |

| L06_review.json | .json | 5.38 KB |

| L07_review.json | .json | 7.89 KB |

| L08_review.json | .json | 9.02 KB |

| L09_review.json | .json | 6.77 KB |

| L10_review.json | .json | 6.68 KB |

| L11_review.json | .json | 7.52 KB |

| L12_review.json | .json | 6.46 KB |

| L13_review.json | .json | 10.9 KB |

| L14_review.json | .json | 13.71 KB |

| L15_review.json | .json | 13.77 KB |

| L16_review.json | .json | 13.64 KB |

| L17_review.json | .json | 6.92 KB |

| L18_review.json | .json | 9.3 KB |

| L19_review.json | .json | 9.22 KB |

| L20_review.json | .json | 8.38 KB |

| L21_review.json | .json | 7.36 KB |

| L22_review.json | .json | 12.06 KB |

| L23_review.json | .json | 11.74 KB |

| L24_review.json | .json | 11.67 KB |

| L25_review.json | .json | 11.55 KB |

| L26_review.json | .json | 10.36 KB |

| L27_review.json | .json | 10.76 KB |

| L28_review.json | .json | 2.27 KB |

| L29_review.json | .json | 2.23 KB |

| L30_review.json | .json | 1.83 KB |

| L31_review.json | .json | 2.05 KB |

| L32_review.json | .json | 2.69 KB |

| L33_review.json | .json | 1.79 KB |

| L34_review.json | .json | 2.24 KB |

| L35_review.json | .json | 2.34 KB |

| L36_review.json | .json | 2.98 KB |

| L37_review.json | .json | 9.71 KB |

| L38_review.json | .json | 8.59 KB |

| L39_review.json | .json | 7.7 KB |

| L40_review.json | .json | 7.25 KB |

| L41_review.json | .json | 4.36 KB |

| L42_review.json | .json | 3.9 KB |

| L43_review.json | .json | 3.51 KB |

| L44_review.json | .json | 3.35 KB |

| L45_review.json | .json | 3.28 KB |

| L46_review.json | .json | 3.43 KB |

| L47_review.json | .json | 4.82 KB |

| L48_review.json | .json | 3.55 KB |

| critical_issues_report.json | .json | 82.64 KB |

| L01_01_jupyter_interface_fix.json | .json | 0.59 KB |

| L01_02_data_types_hierarchy_fix.json | .json | 0.6 KB |

| L01_03_variable_assignment_fix.json | .json | 0.6 KB |

| L01_04_int_vs_float_fix.json | .json | 0.58 KB |

| L01_05_string_operations_fix.json | .json | 0.59 KB |

| L01_06_boolean_logic_fix.json | .json | 0.58 KB |

| L01_07_type_conversion_fix.json | .json | 0.59 KB |

| L01_08_python_vs_excel_fix.json | .json | 0.59 KB |

| L02_01_list_indexing_fix.json | .json | 0.42 KB |

| L02_02_slicing_notation_fix.json | .json | 0.42 KB |

| L02_03_dictionary_structure_fix.json | .json | 0.43 KB |

| L02_04_nested_structures_fix.json | .json | 0.43 KB |

| L02_05_list_methods_fix.json | .json | 0.42 KB |

| L02_06_portfolio_dict_fix.json | .json | 0.42 KB |

| L02_07_list_comprehension_fix.json | .json | 0.43 KB |

| L02_08_structure_selection_fix.json | .json | 0.43 KB |

| L03_01_if_else_flowchart_fix.json | .json | 0.41 KB |

| L03_02_for_loop_visual_fix.json | .json | 0.39 KB |

| L03_03_while_loop_fix.json | .json | 0.38 KB |

| L03_04_nested_loops_fix.json | .json | 0.38 KB |

| L03_05_break_continue_fix.json | .json | 0.39 KB |

| L03_06_trading_rules_fix.json | .json | 0.38 KB |

| L03_07_loop_comparison_fix.json | .json | 0.41 KB |

| L03_08_control_patterns_fix.json | .json | 0.41 KB |

| L03_tex_broken_ref_fix.json | .json | 0.41 KB |

| L04_01_function_anatomy_fix.json | .json | 0.38 KB |

| L04_02_parameter_passing_fix.json | .json | 0.38 KB |

| L04_03_return_flowchart_fix.json | .json | 0.38 KB |

| L04_04_scope_diagram_fix.json | .json | 0.38 KB |

| L04_05_docstring_format_fix.json | .json | 0.38 KB |

| L04_06_call_stack_fix.json | .json | 0.37 KB |

| L04_07_pure_vs_impure_fix.json | .json | 0.38 KB |

| L04_08_finance_functions_fix.json | .json | 0.38 KB |

| L05_01_dataframe_structure_fix.json | .json | 0.39 KB |

| L05_02_series_vs_dataframe_fix.json | .json | 0.39 KB |

| L05_03_csv_loading_fix.json | .json | 0.37 KB |

| L05_04_head_tail_fix.json | .json | 0.37 KB |

| L05_05_info_breakdown_fix.json | .json | 0.38 KB |

| L05_06_describe_stats_fix.json | .json | 0.38 KB |

| L05_07_index_columns_fix.json | .json | 0.38 KB |

| L05_08_stock_example_fix.json | .json | 0.38 KB |

| L06_01_column_selection_fix.json | .json | 0.38 KB |

| L06_02_iloc_vs_loc_fix.json | .json | 0.37 KB |

| L06_03_boolean_mask_fix.json | .json | 0.37 KB |

| L06_04_conditional_filtering_fix.json | .json | 0.39 KB |

| L06_05_multiple_conditions_fix.json | .json | 0.39 KB |

| L06_06_chained_filtering_fix.json | .json | 0.38 KB |

| L06_07_selection_comparison_fix.json | .json | 0.39 KB |

| L06_08_stock_screening_fix.json | .json | 0.38 KB |

| L07_01_missing_patterns_fix.json | .json | 0.39 KB |

| L07_02_fillna_methods_fix.json | .json | 0.39 KB |

| L07_03_quality_checklist_fix.json | .json | 0.39 KB |

| L07_04_imputation_fix.json | .json | 0.38 KB |

| L07_05_dropna_fix.json | .json | 0.37 KB |

| L07_06_duplicates_fix.json | .json | 0.38 KB |

| L07_07_cleaning_workflow_fix.json | .json | 0.39 KB |

| L07_08_before_after_fix.json | .json | 0.38 KB |

| L08_01_column_creation_fix.json | .json | 0.39 KB |

| L08_02_apply_function_fix.json | .json | 0.39 KB |

| L08_03_arithmetic_fix.json | .json | 0.38 KB |

| L08_04_sorting_fix.json | .json | 0.38 KB |

| L08_05_value_counts_fix.json | .json | 0.38 KB |

| L08_06_returns_fix.json | .json | 0.38 KB |

| L08_07_moving_average_fix.json | .json | 0.39 KB |

| L08_08_cheat_sheet_fix.json | .json | 0.38 KB |

| L09_01_split_apply_combine_fix.json | .json | 0.4 KB |

| L09_02_groupby_workflow_fix.json | .json | 0.39 KB |

| L09_03_aggregation_functions_fix.json | .json | 0.4 KB |

| L09_04_transform_vs_agg_fix.json | .json | 0.39 KB |

| L09_05_multi_groupby_fix.json | .json | 0.39 KB |

| L09_06_sector_analysis_fix.json | .json | 0.39 KB |

| L09_07_groupby_patterns_fix.json | .json | 0.39 KB |

| L09_08_finance_groupby_fix.json | .json | 0.39 KB |

| L10_01_concat_fix.json | .json | 0.37 KB |

| L10_02_merge_types_fix.json | .json | 0.38 KB |

| L10_03_join_comparison_fix.json | .json | 0.39 KB |

| L10_04_merge_workflow_fix.json | .json | 0.39 KB |

| L10_05_key_matching_fix.json | .json | 0.38 KB |

| L10_06_finance_merge_fix.json | .json | 0.39 KB |

| L10_07_multi_source_fix.json | .json | 0.38 KB |

| L10_08_troubleshooting_fix.json | .json | 0.39 KB |

| L11_01_array_vs_list_fix.json | .json | 0.38 KB |

| L11_02_vectorization_fix.json | .json | 0.38 KB |

| L11_03_broadcasting_fix.json | .json | 0.38 KB |

| L11_04_array_ops_fix.json | .json | 0.38 KB |

| L11_05_math_functions_fix.json | .json | 0.39 KB |

| L11_06_portfolio_weights_fix.json | .json | 0.39 KB |

| L11_07_correlation_fix.json | .json | 0.38 KB |

| L11_08_numpy_finance_fix.json | .json | 0.39 KB |

| L12_01a_basic_timeseries_fix.json | .json | 0.39 KB |

| L12_01b_monthly_aggregation_fix.json | .json | 0.4 KB |

| L12_01c_date_slicing_fix.json | .json | 0.38 KB |

| L12_01d_day_of_week_fix.json | .json | 0.38 KB |

| L12_02_datetime_parsing_fix.json | .json | 0.39 KB |

| L12_03a_daily_data_fix.json | .json | 0.38 KB |

| L12_03b_weekly_resampling_fix.json | .json | 0.39 KB |

| L12_03c_monthly_ohlc_fix.json | .json | 0.38 KB |

| L12_03d_quarterly_fix.json | .json | 0.38 KB |

| L12_04a_moving_averages_fix.json | .json | 0.39 KB |

| L12_04b_rolling_volatility_fix.json | .json | 0.4 KB |

| L12_04c_bollinger_bands_fix.json | .json | 0.39 KB |

| L12_04d_rolling_channel_fix.json | .json | 0.39 KB |

| L12_05a_shift_demo_fix.json | .json | 0.38 KB |

| L12_05b_multiple_lags_fix.json | .json | 0.39 KB |

| L12_05c_returns_shift_fix.json | .json | 0.39 KB |

| L12_05d_autocorrelation_fix.json | .json | 0.39 KB |

| L12_06a_daily_returns_fix.json | .json | 0.39 KB |

| L12_06b_periods_comparison_fix.json | .json | 0.4 KB |

| L12_06c_return_distribution_fix.json | .json | 0.4 KB |

| L12_06d_cumulative_returns_fix.json | .json | 0.4 KB |

| L12_07a_original_trend_fix.json | .json | 0.39 KB |

| L12_07b_seasonal_pattern_fix.json | .json | 0.39 KB |

| L12_07c_residuals_fix.json | .json | 0.38 KB |

| L12_07d_decomposition_fix.json | .json | 0.39 KB |

| L12_08a_mean_reversion_fix.json | .json | 0.39 KB |

| L12_08b_momentum_fix.json | .json | 0.38 KB |

| L12_08c_volatility_clustering_fix.json | .json | 0.4 KB |

| L12_08d_regime_changes_fix.json | .json | 0.39 KB |

| L13_01_central_tendency_fix.json | .json | 0.39 KB |

| L13_02_dispersion_fix.json | .json | 0.38 KB |

| L13_03_quartiles_fix.json | .json | 0.38 KB |

| L13_04_skewness_fix.json | .json | 0.38 KB |

| L13_05_kurtosis_fix.json | .json | 0.38 KB |

| L13_06_summary_table_fix.json | .json | 0.39 KB |

| L13_07_finance_stats_fix.json | .json | 0.39 KB |

| L13_08_comparison_fix.json | .json | 0.38 KB |

| L14_01_normal_distribution_fix.json | .json | 0.4 KB |

| L14_02_binomial_fix.json | .json | 0.38 KB |

| L14_03_pdf_cdf_fix.json | .json | 0.38 KB |

| L14_04_stock_returns_fix.json | .json | 0.39 KB |

| L14_05_qq_plot_fix.json | .json | 0.38 KB |

| L14_06_fat_tails_fix.json | .json | 0.38 KB |

| L14_07_distribution_fitting_fix.json | .json | 0.4 KB |

| L14_08_finance_distributions_fix.json | .json | 0.4 KB |

| L15_01_hypothesis_concept_fix.json | .json | 0.4 KB |

| L15_02_null_alternative_fix.json | .json | 0.39 KB |

| L15_03_t_test_fix.json | .json | 0.37 KB |

| L15_04_p_value_fix.json | .json | 0.38 KB |

| L15_05_confidence_interval_fix.json | .json | 0.4 KB |

| L15_06_type_errors_fix.json | .json | 0.38 KB |

| L15_07_ab_testing_fix.json | .json | 0.38 KB |

| L15_08_finance_tests_fix.json | .json | 0.39 KB |

| L16_01_correlation_scatter_fix.json | .json | 0.4 KB |

| L16_02_correlation_values_fix.json | .json | 0.4 KB |

| L16_03_pearson_spearman_fix.json | .json | 0.39 KB |

| L16_04_heatmap_fix.json | .json | 0.37 KB |

| L16_05_spurious_correlation_fix.json | .json | 0.4 KB |

| L16_06_causation_fix.json | .json | 0.38 KB |

| L16_07_rolling_correlation_fix.json | .json | 0.4 KB |

| L16_08_portfolio_correlation_fix.json | .json | 0.4 KB |

| L17_01a_basic_line_fix.json | .json | 0.38 KB |

| L17_01b_multiple_lines_fix.json | .json | 0.39 KB |

| L17_01c_line_markers_fix.json | .json | 0.38 KB |

| L17_01d_fill_between_fix.json | .json | 0.38 KB |

| L17_02a_vertical_bar_fix.json | .json | 0.38 KB |

| L17_02b_horizontal_bar_fix.json | .json | 0.39 KB |

| L17_02c_grouped_bar_fix.json | .json | 0.38 KB |

| L17_02d_stacked_bar_fix.json | .json | 0.38 KB |

| L17_03a_basic_histogram_fix.json | .json | 0.39 KB |

| L17_03b_density_histogram_fix.json | .json | 0.39 KB |

| L17_03c_comparing_distributions_fix.json | .json | 0.41 KB |

| L17_03d_cumulative_histogram_fix.json | .json | 0.4 KB |

| L17_04a_basic_scatter_fix.json | .json | 0.39 KB |

| L17_04b_scatter_regression_fix.json | .json | 0.4 KB |

| L17_04c_multidimensional_scatter_fix.json | .json | 0.41 KB |

| L17_04d_grouped_scatter_fix.json | .json | 0.39 KB |

| L17_05a_add_subplot_sin_fix.json | .json | 0.39 KB |

| L17_05b_add_subplot_cos_fix.json | .json | 0.39 KB |

| L17_05c_spanning_subplot_fix.json | .json | 0.39 KB |

| L17_05d_subplots_iteration_fix.json | .json | 0.4 KB |

| L17_06a_line_styles_fix.json | .json | 0.38 KB |

| L17_06b_transparency_fix.json | .json | 0.38 KB |

| L17_06c_axis_customization_fix.json | .json | 0.4 KB |

| L17_06d_annotations_text_fix.json | .json | 0.39 KB |

| L17_07a_arrow_styles_fix.json | .json | 0.38 KB |

| L17_07b_text_boxes_fix.json | .json | 0.38 KB |

| L17_07c_event_markers_fix.json | .json | 0.39 KB |

| L17_07d_statistics_box_fix.json | .json | 0.39 KB |

| L17_08a_price_volume_fix.json | .json | 0.38 KB |

| L17_08b_drawdown_fix.json | .json | 0.38 KB |

| L17_08c_rolling_sharpe_fix.json | .json | 0.39 KB |

| L17_08d_cumulative_returns_fix.json | .json | 0.4 KB |

| L18_01_seaborn_intro_fix.json | .json | 0.39 KB |

| L18_02_distribution_plots_fix.json | .json | 0.4 KB |

| L18_03_categorical_plots_fix.json | .json | 0.39 KB |

| L18_04_regression_plots_fix.json | .json | 0.39 KB |

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Reproducibility

This repository includes reproducibility tools:

• Python requirements.txt

Status

• Issues: Enabled
• Wiki: Disabled
• Pages: Enabled

README

data-science

Description

Data Science with Python - BSc Course (48 lessons, 534 slides)

Installation

git clone https://github.com/Digital-AI-Finance/data-science.git
cd data-science
pip install -r requirements.txt

Usage

See the repository contents for usage examples.

---

(c) Joerg Osterrieder 2025