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Notes on Data Science, Machine Learning, & Artificial Intelligence

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<HEAD> DATA INFORMATION

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description:
Notes on Data Science, Machine Learning, & Artificial Intelligence
author:
Chris Albon

External links in christopheralbon.org

  • https://github.com/chrisalbon
  • https://twitter.com/chrisalbon
  • https://www.linkedin.com/in/chrisralbon
  • https://pinboard.in/u:chrisalbon
  • https://github.com/chrisalbon/notes_on_data_science_machine_learning_and_artificial_intelligence

Internal links in christopheralbon.org

  • .
  • #
  • .#Blog
  • .#Python
  • .#R_Stats
  • .#Regex
  • .#Bash
  • .#Project_Juypter
  • .#SQL
  • .#Mathematics
  • .#Javascript
  • .#Probability
  • .#Frequentist_Statistics
  • .#Bayesian_Statistics
  • .#Machine_Learning
  • .#GitHub
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  • .#Amazon_Web_Services
  • .#Kaggle
  • .#Projects
  • ./pages/about.html
  • ./blog/summer_of_machine_learning.html
  • ./blog/aisle_seat_probabilities.html
  • ./blog/data_science_reading_list.html
  • ./blog/what-i-learned-tracking-my-time-at-techstars.html
  • ./machine-learning/make_simulated_data_for_classification.html
  • ./machine-learning/make_simulated_data_for_clustering.html
  • ./machine-learning/make_simulated_data_for_regression.html
  • ./machine-learning/saving_machine_learning_models.html
  • ./machine-learning/convert_pandas_categorical_column_into_integers_for_scikit-learn.html
  • ./machine-learning/impute_missing_values_with_means.html
  • ./machine-learning/loading_features_from_dictionaries.html
  • ./machine-learning/preprocessing_categorical_features.html
  • ./machine-learning/preprocessing_iris_data.html
  • ./machine-learning/impute_missing_values_with_k-nearest_neighbors.html
  • ./machine-learning/feature_extraction_with_pca.html
  • ./machine-learning/feature_selection_using_random_forest.html
  • ./machine-learning/lasso_regression_in_scikit.html
  • ./machine-learning/naive_bayes_classifier_from_scratch.html
  • ./machine-learning/logistic_regression_with_l1_regularization.html
  • ./machine-learning/svc_parameters_using_rbf_kernel.html
  • ./machine-learning/training_a_perceptron.html
  • ./machine-learning/random_forest_classifier_example_scikit.html
  • ./machine-learning/linear_regression_scikit-learn.html
  • ./machine-learning/k-nearest_neighbors_using_scikit_pandas.html
  • ./machine-learning/pipelines_with_parameter_optimization.html
  • ./machine-learning/cross_validation_parameter_tuning_grid_search.html
  • ./machine-learning/precision_recall_and_F1_scores.html
  • ./machine-learning/nested_cross_validation.html
  • ./machine-learning/cross_validation_pipeline.html
  • ./python/add_padding_around_string.html
  • ./python/chain_together_lists.html
  • ./python/compare_two_dictionaries.html
  • ./python/convert_html_symbols_to_strings.html
  • ./python/create_a_new_file_and_the_write_to_it.html
  • ./python/create_a_temporary_file.html
  • ./python/find_the_max_value_in_a_dictionary.html
  • ./python/formatting_numbers.html
  • ./python/hard_wrapping_text.html
  • ./python/iterate_over_multiple_lists_simultaneously.html
  • ./python/priority_queues.html
  • ./python/streaming_data_pipeline.html
  • ./python/construct_a_dictionary_from_multiple_lists_python.html
  • ./python/exiting_a_loop_python.html
  • ./python/iterating_over_dictionary_keys_python.html
  • ./python/looping_over_two_lists_using_Python.html
  • ./python/all_combinations_of_a_list_of_objects.html
  • ./python/apply_operations_over_items_in_lists.html
  • ./python/applying_functions_to_list_items.html
  • ./python/arithmetic_basics.html
  • ./python/assignment_operators.html
  • ./python/breaking_up_string_variables.html
  • ./python/brute_force_d20_simulator.html
  • ./python/cartesian_product.html
  • ./python/continue_and_break_loops.html
  • ./python/creating_numpy_arrays.html
  • ./python/data_structure_basics.html
  • ./python/date_and_time_basics.html
  • ./python/dictionary_basics.html
  • ./python/enumerate_a_list.html
  • ./python/for_loops.html
  • ./python/function_basics.html
  • ./python/generating_random_numbers_with_numpy.html
  • ./python/if_and_if_else_statements.html
  • ./python/ifelse_on_any_or_all_elements.html
  • ./python/indexing_and_slicing_numpy_arrays.html
  • ./python/iterate_ifelse_over_list.html
  • ./python/lambda_functions.html
  • ./python/list_operations.html
  • ./python/logical_operations.html
  • ./python/math_operations.html
  • ./python/nesting_lists.html
  • ./python/numpy_array_basic_operations.html
  • ./python/numpy_array_basics.html
  • ./python/numpy_indexing_and_slicing.html
  • ./python/recursive_functions.html
  • ./python/regular_expressions_basics.html
  • ./python/schedule_run_in_the_future.html
  • ./python/string_formatting.html
  • ./python/string_indexing.html
  • ./python/string_operations.html
  • ./python/strings_to_datetime.html
  • ./python/swapping_variable_values.html
  • ./python/try_except_finally.html
  • ./python/while_statements.html
  • ./python/any_all_max_min_sum.html
  • ./python/concurrent_processing.html
  • ./python/creating_counts_of_items.html
  • ./python/function_annotations_examples.html
  • ./python/functions_vs_generators.html
  • ./python/generator_expressions.html
  • ./python/how_to_use_default_dicts.html
  • ./python/parallel_processing.html
  • ./python/partial_functions_applications.html
  • ./python/queues_and_stacks.html
  • ./python/repr_vs_str.html
  • ./python/select_random_item_from_list.html
  • ./python/unpacking_a_tuple.html
  • ./python/unpacking_function_arguments.html
  • ./python/using_named_tuples_to_store_data.html
  • ./python/pandas_assign_new_column_dataframe.html
  • ./python/pandas_create_pipeline.html
  • ./python/group_pandas_data_by_hour_of_the_day.html
  • ./python/sort_a_list_by_last_name.html
  • ./python/sort_a_list_of_strings_by_length.html
  • ./python/pandas_rename_column_headers.html
  • ./python/cleaning_text.html
  • ./python/convert_categorical_to_numeric.html
  • ./python/create_list_from_dictionary_keys_and_values.html
  • ./python/csv_to_python_code.html
  • ./python/filter_items_in_list_with_filter.html
  • ./python/flatten_list_of_lists.html
  • ./python/geocoding_and_reverse_geocoding.html
  • ./python/pandas_apply_function_by_group.html
  • ./python/pandas_apply_operations_to_dataframes.html
  • ./python/pandas_apply_operations_to_groups.html
  • ./python/pandas_binning_data.html
  • ./python/pandas_convert_categorical_to_dummies.html
  • ./python/pandas_convert_numeric_categorical_to_numeric_with_patsy.html
  • ./python/pandas_convert_string_categorical_to_numeric_with_patsy.html
  • ./python/pandas_convert_to_datetime.html
  • ./python/pandas_create_column_using_conditional.html
  • ./python/pandas_create_column_with_loop.html
  • ./python/pandas_crosstabs.html
  • ./python/pandas_data_structures.html
  • ./python/pandas_dataframe_count_values.html
  • ./python/pandas_dataframe_descriptive_stats.html
  • ./python/pandas_dataframe_examples.html
  • ./python/pandas_dataframe_importing_csv.html
  • ./python/pandas_dataframe_load_xls.html
  • ./python/pandas_dataframe_ranking_rows.html
  • ./python/pandas_dataframe_reindexing.html
  • ./python/pandas_delete_duplicates.html
  • ./python/pandas_drop_column_containing_certain_string.html
  • ./python/pandas_dropping_column_and_rows.html
  • ./python/pandas_expand_cells_containing_lists.html
  • ./python/pandas_find_largest_value_in_column.html
  • ./python/pandas_find_unique_values.html
  • ./python/pandas_group_by_time.html
  • ./python/pandas_group_rows_by.html
  • ./python/pandas_hierarchical_data.html
  • ./python/pandas_index_select_and_filter.html
  • ./python/pandas_indexing_selecting.html
  • ./python/pandas_join_merge_dataframe.html
  • ./python/pandas_list_comprehension.html
  • ./python/pandas_list_unique_values_in_column.html
  • ./python/pandas_long_to_wide.html
  • ./python/pandas_lowercase_column_names.html
  • ./python/pandas_make_new_columns_using_functions.html
  • ./python/pandas_map_values_to_values.html
  • ./python/pandas_missing_data.html
  • ./python/pandas_moving_average.html
  • ./python/pandas_pivot_tables.html
  • ./python/pandas_regex_to_create_columns.html
  • ./python/pandas_rename_multiple_columns.html
  • ./python/pandas_replace_values.html
  • ./python/pandas_sampling_dataframe.html
  • ./python/pandas_saving_dataframe_as_csv.html
  • ./python/pandas_search_column_for_value.html
  • ./python/pandas_select_rows_containing_values.html
  • ./python/pandas_select_rows_multiple_filters.html
  • ./python/pandas_select_rows_when_column_has_certain_values.html
  • ./python/pandas_selecting_rows_on_conditions.html
  • ./python/pandas_sorting_rows_dataframe.html
  • ./python/pandas_split_lat_and_long_into_variables.html
  • ./python/pandas_time_series_basics.html
  • ./python/pandas_with_seaborn.html
  • ./python/pandas_change_column_of_strings.html
  • ./python/pandas_group_data_by_time.html
  • ./python/break_list_into_chunks_of_equal_size.html
  • ./python/create_sorted_list.html
  • ./python/matplotlib_back_to_back_bar_plot.html
  • ./python/matplotlib_bar_plot.html
  • ./python/matplotlib_grouped_bar_plot.html
  • ./python/matplotlib_histogram.html
  • ./python/matplotlib_percentage_stacked_bar_plot.html
  • ./python/matplotlib_pie_chart.html
  • ./python/matplotlib_scatterplot_from_pandas.html
  • ./python/matplotlib_simple_example.html
  • ./python/matplotlib_simple_scatterplot.html
  • ./python/matplotlib_stacked_bar_plot.html
  • ./python/seaborn_color_palettes.html
  • ./python/seaborn_pandas_timeseries_plot.html
  • ./python/seaborn_scatterplot.html
  • ./python/set_the_color_of_a_matplotlib.html
  • ./python/beautiful_soup_drill_down.html
  • ./python/beautiful_soup_html_basics.html
  • ./python/beautiful_soup_scrape_table.html
  • ./python/big-o_notation.html
  • ./python/bubble_sort.html
  • ./python/insertion_sort.html
  • ./python/selection_sort.html
  • ./python/test_for_a_specific_exception.html
  • ./python/mocking_functions.html
  • ./python/simple_unit_test.html
  • ./python/test_code_speed.html
  • ./python/test_if_an_output_is_close_to_a_value.html
  • ./python/testable_documentation.html
  • ./python/mine_a_twitter_hashtags_and_words.html
  • ./python/generate_tweets_using_markov_chain.html
  • ./python/geolocate_a_city_or_country.html
  • ./python/scipy_simple_clustering.html
  • ./python/monitor_a_website.html
  • ./r-stats/add-levels-to-factors.html
  • ./r-stats/apply-function-to-every-row.html
  • ./r-stats/apply-lapply-sapply.html
  • ./r-stats/apply-with-plyr.html
  • ./r-stats/arithmetic.html
  • ./r-stats/calculate-moving-average.html
  • ./r-stats/change-object-class.html
  • ./r-stats/character-dates.html
  • ./r-stats/check-if-variable-exists.html
  • ./r-stats/classes.html
  • ./r-stats/combining-factors.html
  • ./r-stats/comma-seperate-a-string.html
  • ./r-stats/conditional.html
  • ./r-stats/convert-strings-to-objects.html
  • ./r-stats/count-number-elements.html
  • ./r-stats/cutting-up-data.html
  • ./r-stats/data-types.html
  • ./r-stats/dataframes.html
  • ./r-stats/datasets.html
  • ./r-stats/date-sequences.html
  • ./r-stats/element-names.html
  • ./r-stats/exponents.html
  • ./r-stats/factors.html
  • ./r-stats/file-paths.html
  • ./r-stats/find-and-replace.html
  • ./r-stats/find-unique-elements.html
  • ./r-stats/flow-control.html
  • ./r-stats/for-loop.html
  • ./r-stats/ifelse.html
  • ./r-stats/importing-csv-and-delimited-data.html
  • ./r-stats/indexing.html
  • ./r-stats/indexing-tricks.html
  • ./r-stats/inner-outter-right-left-join.html
  • ./r-stats/installing-and-loading-packages.html
  • ./r-stats/list-indexing.html
  • ./r-stats/lists.html
  • ./r-stats/loops.html
  • ./r-stats/loops-with-lists.html
  • ./r-stats/manipulate-character-strings.html
  • ./r-stats/names.html
  • ./r-stats/objects-101.html
  • ./r-stats/ordered-factors.html
  • ./r-stats/pretty-numbers.html
  • ./r-stats/r-basics.html
  • ./r-stats/random-numbers.html
  • ./r-stats/remote-variable.html
  • ./r-stats/rename-filesnames.html
  • ./r-stats/replacing-data.html
  • ./r-stats/replication-loops.html
  • ./r-stats/rounding.html
  • ./r-stats/scraping-webpages.html
  • ./r-stats/sequences.html
  • ./r-stats/special-characters-in-strings.html
  • ./r-stats/srs-of-rows.html
  • ./r-stats/strings.html
  • ./r-stats/subsets.html
  • ./r-stats/summarize.html
  • ./r-stats/sweep-over-a-df.html
  • ./r-stats/switch.html
  • ./r-stats/time-and-dates.html
  • ./r-stats/upper-and-lower-case.html
  • ./r-stats/add-dates-to-a-date.html
  • ./r-stats/aggregate-by-week-or-month.html
  • ./r-stats/categorical-to-continous.html
  • ./r-stats/cleaning-gender.html
  • ./r-stats/cleaning-strings.html
  • ./r-stats/continous-to-categorical.html
  • ./r-stats/convert-between-wide-and-long.html
  • ./r-stats/convert-list-of-dfs-into-one-df.html
  • ./r-stats/difference-between-two-dates.html
  • ./r-stats/drop-columns-from-dataframe.html
  • ./r-stats/drop-residual-factors.html
  • ./r-stats/expand-counts-into-dataframe.html
  • ./r-stats/find-a-variables-class.html
  • ./r-stats/find-index-of-first-values.html
  • ./r-stats/find-most-common-element.html
  • ./r-stats/find-objects-variables-functions.html
  • ./r-stats/import-data.html
  • ./r-stats/import-json.html
  • ./r-stats/import-xml.html
  • ./r-stats/list-to-dataframe.html
  • ./r-stats/managing-data-frames.html
  • ./r-stats/max-columns-value.html
  • ./r-stats/merge-data-frame.html
  • ./r-stats/missing-data.html
  • ./r-stats/missing-obs.html
  • ./r-stats/parsing-dates.html
  • ./r-stats/remove-duplicate-rows.html
  • ./r-stats/removing-missing-obs.html
  • ./r-stats/reorder-columns.html
  • ./r-stats/replacing-factor-names.html
  • ./r-stats/sampling.html
  • ./r-stats/sampling-a-dataframe.html
  • ./r-stats/select-data-according-to-patterns.html
  • ./r-stats/select-rows-by-logical-test.html
  • ./r-stats/sort-dataframe-by-columns.html
  • ./r-stats/sort-dataframe-columns.html
  • ./r-stats/sorting-dataframes.html
  • ./r-stats/split-apply-combine.html
  • ./r-stats/split-apply-recombine.html
  • ./r-stats/split-data-by-factor-levels.html
  • ./r-stats/strings-to-logical.html
  • ./r-stats/truncate-a-string.html
  • ./r-stats/2-way-frequency-table.html
  • ./r-stats/2d-density-plot.html
  • ./r-stats/add-labels-to-bar-graph.html
  • ./r-stats/annotating-plots.html
  • ./r-stats/back-to-back-histogram.html
  • ./r-stats/balloon-plot.html
  • ./r-stats/bar-charts.html
  • ./r-stats/bar-graph.html
  • ./r-stats/barplot-two-sets-of-data.html
  • ./r-stats/boxplots.html
  • ./r-stats/change-barplot-bar-width.html
  • ./r-stats/circle-plot.html
  • ./r-stats/cleveland-plot.html
  • ./r-stats/color-boxplot-outliers.html
  • ./r-stats/crosstabs.html
  • ./r-stats/density-plot.html
  • ./r-stats/dot-plot.html
  • ./r-stats/faceting.html
  • ./r-stats/frequency-polygon-plot.html
  • ./r-stats/gantt-chart.html
  • ./r-stats/ggplot2-basic-examples.html
  • ./r-stats/heatmap-for-factors.html
  • ./r-stats/high-res-plots.html
  • ./r-stats/hills-and-valleys-chart.html
  • ./r-stats/histogram.html
  • ./r-stats/histograms-and-density-plots.html
  • ./r-stats/jitterplot.html
  • ./r-stats/line-and-path-plots.html
  • ./r-stats/line-graph.html
  • ./r-stats/line-plot.html
  • ./r-stats/line-plot-with-multiple-lines.html
  • ./r-stats/line-plot-with-points.html
  • ./r-stats/overlapping-histograms.html
  • ./r-stats/pie-chart.html
  • ./r-stats/plots-on-map.html
  • ./r-stats/proportion-table.html
  • ./r-stats/proportional-stacked-bar-graph.html
  • ./r-stats/racetrack-plot.html
  • ./r-stats/radial-plot.html
  • ./r-stats/rugplot.html
  • ./r-stats/scatterplot.html
  • ./r-stats/scatterplot-trend-line.html
  • ./r-stats/scatterplot-two-sets-of-data.html
  • ./r-stats/scatterplot-with-ellipses-by-group.html
  • ./r-stats/scatterplot-with-point-labels.html
  • ./r-stats/scatterplot-with-trendline.html
  • ./r-stats/scatterplots-ggplot2.html
  • ./r-stats/simple-venn-diagram.html
  • ./r-stats/sizeplot.html
  • ./r-stats/stacked-area-graph.html
  • ./r-stats/stacked-area-plot.html
  • ./r-stats/styling-axes.html
  • ./r-stats/thematic-maps.html
  • ./r-stats/tuftes-horizontal-bar-lines.html
  • ./r-stats/violin-plots.html
  • ./r-stats/benchmarking.html
  • ./r-stats/normality-test.html
  • ./r-stats/number-of-google-search-results.html
  • ./r-stats/password-generator.html
  • ./r-stats/simulated-data-from-norm-distributions.html
  • ./r-stats/test-if-number-is-odd-or-even.html
  • ./regex/match_a_symbol.html
  • ./regex/match_a_unicode_character.html
  • ./regex/match_a_word.html
  • ./regex/match_any_character.html
  • ./regex/match_any_of_a_list_of_symbols.html
  • ./regex/match_any_of_series_of_characters.html
  • ./regex/match_any_of_series_of_words.html
  • ./regex/match_dates.html
  • ./regex/match_email_addresses.html
  • ./regex/match_exact_text.html
  • ./regex/match_integers_of_any_length.html
  • ./regex/match_text_between_html_tags.html
  • ./regex/match_times.html
  • ./regex/match_urls.html
  • ./regex/match_us_phone_numbers.html
  • ./regex/match_us_uk_spellings.html
  • ./regex/match_words_with_certain_ending.html
  • ./regex/match_zip_codes.html
  • ./bash/covert_all_ipynb_to_html.html
  • ./bash/list_all_files_and_folders_in_a_directory.html
  • ./bash/open_ipython_nb_in_nondefault_browser.html
  • ./javascript/basic-mathematics.html
  • ./javascript/convert-strings-to-numbers.html
  • ./javascript/dates-and-times.html
  • ./javascript/displaying-outputs.html
  • ./javascript/for-loops-and-while-loops.html
  • ./javascript/functions.html
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  • ./javascript/printing_variables_inside_strings.html
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