├── .dockerignore ├── .gitignore ├── Dockerfile ├── LICENSE ├── README.md ├── clean-notebooks.sh ├── docker-compose.yml ├── docker └── README.md ├── ltr ├── MART_model.py ├── __init__.py ├── clickmodels │ ├── __init__.py │ ├── cascade.py │ ├── coec.py │ ├── conversion.py │ ├── pbm.py │ ├── sdbn.py │ ├── session.py │ └── ubm.py ├── client │ ├── __init__.py │ ├── base_client.py │ ├── elastic_client.py │ ├── opensearch_client.py │ ├── solr_client.py │ └── solr_parse.py ├── date_genre_judgments.py ├── download.py ├── evaluate.py ├── helpers │ ├── __init__.py │ ├── butterfingers.py │ ├── convert.py │ ├── defaultlist.py │ ├── esUrlParse.py │ ├── handle_resp.py │ ├── movies.py │ ├── msmarco │ │ ├── __init__.py │ │ └── evaluate.py │ ├── ranklib_result.py │ ├── solr_escape.py │ └── tau.py ├── index.py ├── injectTypos.py ├── judgments.py ├── log.py ├── p9_plots.py ├── ranklib.py ├── release_date_plot.py ├── search.py └── years_as_ratings.py ├── notebooks ├── click models.ipynb ├── conversion-augmented-click-models.ipynb ├── elasticsearch │ ├── .docker │ │ ├── es-docker │ │ │ ├── Dockerfile │ │ │ ├── elasticsearch.sh │ │ │ └── elasticsearch.yml │ │ └── kb-docker │ │ │ ├── Dockerfile │ │ │ └── kibana.yml │ ├── README.md │ ├── docker-compose.yml │ ├── osc-blog │ │ ├── blog_settings.json │ │ ├── ltr.py │ │ └── osc-blog.ipynb │ └── tmdb │ │ ├── Dataframes.ipynb │ │ ├── XGBoost.ipynb │ │ ├── bayesian-optimization.ipynb │ │ ├── es-ltr-basics-project.ipynb │ │ ├── evaluation.ipynb │ │ ├── fmap.txt │ │ ├── gonna need a bigger bot (ES).ipynb │ │ ├── hello-ltr (ES).ipynb │ │ ├── lambda-mart-in-python.ipynb │ │ ├── ltr.py │ │ ├── netfix movies-random-forests.ipynb │ │ ├── netfix movies.ipynb │ │ ├── raw-es-commands.ipynb │ │ ├── sandbox.ipynb │ │ ├── tale-of-two-queries (ES).ipynb │ │ ├── term-stat-query.ipynb │ │ └── tmdb_settings.json ├── exercises │ ├── Beta distribution for regularizing CTRs.ipynb │ ├── Feature Sets and Feature Logs.ipynb │ ├── Have fun with Hyperparameters .ipynb │ ├── Models and More Models.ipynb │ ├── click_log.csv │ ├── data │ │ ├── tates_model.txt │ │ ├── title_features.csv │ │ └── title_judgments.txt │ └── ltr.py ├── ltr.py ├── opensearch │ ├── .docker │ │ ├── opensearch-docker │ │ │ ├── Dockerfile │ │ │ ├── opensearch.sh │ │ │ └── opensearch.yml │ │ └── osd-docker │ │ │ ├── Dockerfile │ │ │ └── opensearch_dashboards.yml │ ├── README.md │ ├── docker-compose.yml │ ├── osc-blog │ │ ├── blog_settings.json │ │ ├── ltr.py │ │ └── osc-blog.ipynb │ └── tmdb │ │ ├── Dataframes.ipynb │ │ ├── XGBoost.ipynb │ │ ├── bayesian-optimization.ipynb │ │ ├── evaluation.ipynb │ │ ├── fmap.txt │ │ ├── gonna need a bigger bot (OpenSearch).ipynb │ │ ├── hello-ltr (OpenSearch).ipynb │ │ ├── lambda-mart-in-python.ipynb │ │ ├── ltr.py │ │ ├── netfix movies-random-forests.ipynb │ │ ├── netfix movies.ipynb │ │ ├── opensearch-ltr-basics-project.ipynb │ │ ├── raw-opensearch-commands.ipynb │ │ ├── sandbox.ipynb │ │ ├── tale-of-two-queries (OpenSearch).ipynb │ │ ├── term-stat-query.ipynb │ │ └── tmdb_settings.json └── solr │ ├── .docker │ └── solr_home │ │ ├── solr.xml │ │ ├── tmdb │ │ └── conf │ │ │ ├── currency.xml │ │ │ ├── elevate.xml │ │ │ ├── idioms.txt │ │ │ ├── lang │ │ │ ├── contractions_ca.txt │ │ │ ├── contractions_fr.txt │ │ │ ├── contractions_ga.txt │ │ │ ├── contractions_it.txt │ │ │ ├── hyphenations_ga.txt │ │ │ ├── stemdict_nl.txt │ │ │ ├── stoptags_ja.txt │ │ │ ├── stopwords_ar.txt │ │ │ ├── stopwords_bg.txt │ │ │ ├── stopwords_ca.txt │ │ │ ├── stopwords_cz.txt │ │ │ ├── stopwords_da.txt │ │ │ ├── stopwords_de.txt │ │ │ ├── stopwords_el.txt │ │ │ ├── stopwords_en.txt │ │ │ ├── stopwords_es.txt │ │ │ ├── stopwords_eu.txt │ │ │ ├── stopwords_fa.txt │ │ │ ├── stopwords_fi.txt │ │ │ ├── stopwords_fr.txt │ │ │ ├── stopwords_ga.txt │ │ │ ├── stopwords_gl.txt │ │ │ ├── stopwords_hi.txt │ │ │ ├── stopwords_hu.txt │ │ │ ├── stopwords_hy.txt │ │ │ ├── stopwords_id.txt │ │ │ ├── stopwords_it.txt │ │ │ ├── stopwords_ja.txt │ │ │ ├── stopwords_lv.txt │ │ │ ├── stopwords_nl.txt │ │ │ ├── stopwords_no.txt │ │ │ ├── stopwords_pt.txt │ │ │ ├── stopwords_ro.txt │ │ │ ├── stopwords_ru.txt │ │ │ ├── stopwords_sv.txt │ │ │ ├── stopwords_th.txt │ │ │ ├── stopwords_tr.txt │ │ │ └── userdict_ja.txt │ │ │ ├── name_synonyms.txt │ │ │ ├── names.txt │ │ │ ├── params.json │ │ │ ├── protwords.txt │ │ │ ├── schema.xml │ │ │ ├── solrconfig.xml │ │ │ ├── stopwords.txt │ │ │ ├── synonyms.txt │ │ │ ├── synonyms_bidirect.txt │ │ │ ├── synonyms_directed.txt │ │ │ ├── synonyms_genres.txt │ │ │ ├── synonyms_multiterm.txt │ │ │ ├── taxonomy.txt │ │ │ └── taxonomy_parent.txt │ │ └── zoo.cfg │ ├── Dockerfile │ ├── docker-compose.yml │ ├── msmarco │ ├── ltr.py │ ├── msmarco.ipynb │ └── solr_config │ │ └── conf │ │ ├── elevate.xml │ │ ├── misspell.txt │ │ ├── params.json │ │ ├── plural_misstems.txt │ │ ├── schema.xml │ │ └── solrconfig.xml │ └── tmdb │ ├── ai-powered-search-ch-10.ipynb │ ├── ai-powered-search.ipynb │ ├── evaluation (Solr).ipynb │ ├── gonna need a bigger bot (Solr).ipynb │ ├── hello-ltr (Solr).ipynb │ ├── ltr.py │ ├── netfix movies(Solr).ipynb │ ├── raw-solr-commands.ipynb │ ├── solr_config │ └── conf │ │ ├── currency.xml │ │ ├── elevate.xml │ │ ├── idioms.txt │ │ ├── lang │ │ ├── contractions_ca.txt │ │ ├── contractions_fr.txt │ │ ├── contractions_ga.txt │ │ ├── contractions_it.txt │ │ ├── hyphenations_ga.txt │ │ ├── stemdict_nl.txt │ │ ├── stoptags_ja.txt │ │ ├── stopwords_ar.txt │ │ ├── stopwords_bg.txt │ │ ├── stopwords_ca.txt │ │ ├── stopwords_cz.txt │ │ ├── stopwords_da.txt │ │ ├── stopwords_de.txt │ │ ├── stopwords_el.txt │ │ ├── stopwords_en.txt │ │ ├── stopwords_es.txt │ │ ├── stopwords_eu.txt │ │ ├── stopwords_fa.txt │ │ ├── stopwords_fi.txt │ │ ├── stopwords_fr.txt │ │ ├── stopwords_ga.txt │ │ ├── stopwords_gl.txt │ │ ├── stopwords_hi.txt │ │ ├── stopwords_hu.txt │ │ ├── stopwords_hy.txt │ │ ├── stopwords_id.txt │ │ ├── stopwords_it.txt │ │ ├── stopwords_ja.txt │ │ ├── stopwords_lv.txt │ │ ├── stopwords_nl.txt │ │ ├── stopwords_no.txt │ │ ├── stopwords_pt.txt │ │ ├── stopwords_ro.txt │ │ ├── stopwords_ru.txt │ │ ├── stopwords_sv.txt │ │ ├── stopwords_th.txt │ │ ├── stopwords_tr.txt │ │ └── userdict_ja.txt │ │ ├── name_synonyms.txt │ │ ├── names.txt │ │ ├── params.json │ │ ├── protwords.txt │ │ ├── schema.xml │ │ ├── solrconfig.xml │ │ ├── stopwords.txt │ │ ├── synonyms.txt │ │ ├── synonyms_bidirect.txt │ │ ├── synonyms_directed.txt │ │ ├── synonyms_genres.txt │ │ ├── synonyms_multiterm.txt │ │ ├── taxonomy.txt │ │ └── taxonomy_parent.txt │ ├── svmrank.ipynb │ └── tale-of-two-queries (Solr).ipynb ├── requirements.txt ├── rre ├── README.md ├── elastic │ ├── .dockerignore │ ├── .gitignore │ ├── Dockerfile │ ├── pom.xml │ └── src │ │ └── etc │ │ ├── configuration_sets │ │ ├── README.md │ │ ├── baseline │ │ │ └── index-settings.json │ │ ├── classic │ │ │ └── index-settings.json │ │ └── latest │ │ │ └── index-settings.json │ │ ├── ratings │ │ └── ratings.json │ │ └── templates │ │ ├── README.md │ │ ├── baseline │ │ └── query.json │ │ ├── classic │ │ └── query.json │ │ └── latest │ │ └── query.json ├── opensearch │ ├── .dockerignore │ ├── .gitignore │ ├── Dockerfile │ ├── pom.xml │ └── src │ │ └── etc │ │ ├── configuration_sets │ │ ├── README.md │ │ ├── baseline │ │ │ └── index-settings.json │ │ ├── classic │ │ │ └── index-settings.json │ │ └── latest │ │ │ └── index-settings.json │ │ ├── ratings │ │ └── ratings.json │ │ └── templates │ │ ├── README.md │ │ ├── baseline │ │ └── query.json │ │ ├── classic │ │ └── query.json │ │ └── latest │ │ └── query.json └── solr │ ├── .dockerignore │ ├── .gitignore │ ├── Dockerfile │ ├── pom.xml │ └── src │ └── etc │ ├── configuration_sets │ ├── README.md │ ├── baseline │ │ └── solr-settings.json │ ├── classic │ │ └── solr-settings.json │ └── latest │ │ └── solr-settings.json │ ├── ratings │ ├── README.md │ └── ratings.json │ └── templates │ ├── README.md │ ├── baseline │ └── query.json │ ├── 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