{"id":10781,"name":"llms-practical-guide","description":"A practical introduction to Generative AI and LLMs, equipping professionals with essential skills to apply Gen AI in workflows, data processes, and tool development through hands-on labs and case studies.","url":"https://github.com/worldbank/llms-practical-guide","last_synced_at":"2025-09-04T21:03:13.847Z","repository":{"id":261398529,"uuid":"880571651","full_name":"worldbank/LLMs-Practical-Guide","owner":"worldbank","description":"A practical introduction to Generative AI and LLMs, equipping professionals with essential skills to apply Gen AI in workflows, data processes, and tool development through hands-on labs and case studies.","archived":false,"fork":false,"pushed_at":"2025-01-27T07:00:08.000Z","size":11881,"stargazers_count":4,"open_issues_count":7,"forks_count":3,"subscribers_count":6,"default_branch":"main","last_synced_at":"2025-04-24T06:11:42.002Z","etag":null,"topics":["generative-ai","llm","low-resource-languages"],"latest_commit_sha":null,"homepage":"https://worldbank.github.io/LLMs-Practical-Guide/","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mpl-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/worldbank.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"docs/CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"docs/CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2024-10-30T00:49:09.000Z","updated_at":"2025-04-19T06:35:17.000Z","dependencies_parsed_at":"2025-04-11T20:03:56.212Z","dependency_job_id":null,"html_url":"https://github.com/worldbank/LLMs-Practical-Guide","commit_stats":null,"previous_names":["worldbank/llms-practical-guide"],"tags_count":0,"template":false,"template_full_name":"worldbank/template","purl":"pkg:github/worldbank/LLMs-Practical-Guide","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/worldbank%2FLLMs-Practical-Guide","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/worldbank%2FLLMs-Practical-Guide/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/worldbank%2FLLMs-Practical-Guide/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/worldbank%2FLLMs-Practical-Guide/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/worldbank","download_url":"https://codeload.github.com/worldbank/LLMs-Practical-Guide/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/worldbank%2FLLMs-Practical-Guide/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273673224,"owners_count":25147505,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-09-04T02:00:08.968Z","response_time":61,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"owner":{"login":"worldbank","name":"World Bank Group","uuid":"6454132","kind":"organization","description":"World Bank Repository for Data Products and tools. Content does not necessarily represent official World Bank Group positions, policies, recommendations, etc.","email":"github@worldbank.org","website":null,"location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/6454132?v=4","repositories_count":182,"last_synced_at":"2023-08-06T00:01:50.096Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/worldbank","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-06T13:33:41.859Z","updated_at":"2023-08-06T00:02:04.324Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/worldbank","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/worldbank/repositories"},"packages":[],"commits":{"id":4928787,"full_name":"worldbank/llms-practical-guide","default_branch":"master","committers":null,"total_commits":null,"total_committers":null,"total_bot_commits":null,"total_bot_committers":null,"mean_commits":null,"dds":null,"past_year_committers":null,"past_year_total_commits":null,"past_year_total_committers":null,"past_year_total_bot_commits":null,"past_year_total_bot_committers":null,"past_year_mean_commits":null,"past_year_dds":null,"last_synced_at":null,"last_synced_commit":null,"created_at":"2024-11-10T11:11:37.700Z","updated_at":"2024-11-10T11:11:37.700Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/worldbank%2Fllms-practical-guide/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-04T00:00:25.936Z","repositories_count":5480019,"commits_count":853389012,"contributors_count":31098138,"owners_count":906558,"icon_url":"https://github.com/github.png","host_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories"}},"issues_stats":{"full_name":"worldbank/llms-practical-guide","html_url":"https://github.com/worldbank/llms-practical-guide","last_synced_at":"2025-08-31T13:55:48.244Z","status":null,"issues_count":0,"pull_requests_count":17,"avg_time_to_close_issue":null,"avg_time_to_close_pull_request":1159294.0,"issues_closed_count":0,"pull_requests_closed_count":9,"pull_request_authors_count":1,"issue_authors_count":0,"avg_comments_per_issue":null,"avg_comments_per_pull_request":0.5294117647058824,"merged_pull_requests_count":0,"bot_issues_count":0,"bot_pull_requests_count":17,"past_year_issues_count":0,"past_year_pull_requests_count":17,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":1159294.0,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":9,"past_year_pull_request_authors_count":1,"past_year_issue_authors_count":0,"past_year_avg_comments_per_issue":null,"past_year_avg_comments_per_pull_request":0.5294117647058824,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":17,"past_year_merged_pull_requests_count":0,"created_at":"2024-11-10T11:11:38.358Z","updated_at":"2025-09-03T05:26:18.342Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/worldbank%2Fllms-practical-guide","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/worldbank%2Fllms-practical-guide/issues","issue_labels_count":{},"pull_request_labels_count":{"dependencies":29},"issue_author_associations_count":{},"pull_request_author_associations_count":{"NONE":29},"issue_authors":{},"pull_request_authors":{"dependabot[bot]":29},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-04T00:00:25.939Z","repositories_count":10081047,"issues_count":31277651,"pull_requests_count":96104459,"authors_count":10693669,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{},"past_year_pull_request_labels_count":{"dependencies":29},"past_year_issue_author_associations_count":{},"past_year_pull_request_author_associations_count":{"NONE":29},"past_year_issue_authors":{},"past_year_pull_request_authors":{"dependabot[bot]":29},"maintainers":[],"active_maintainers":[]},"events":{"total":{"WatchEvent":5,"DeleteEvent":6,"IssueCommentEvent":7,"PushEvent":23,"PullRequestEvent":20,"ForkEvent":3,"CreateEvent":15},"last_year":{"WatchEvent":5,"DeleteEvent":6,"IssueCommentEvent":7,"PushEvent":23,"PullRequestEvent":20,"ForkEvent":3,"CreateEvent":15}},"keywords":["generative-ai","llm","low-resource-languages"],"dependencies":[{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2025-01-07T11:46:04.434Z","updated_at":"2025-01-07T11:46:04.434Z","repository_link":"https://github.com/worldbank/LLMs-Practical-Guide/blob/main/requirements.txt","dependencies":[{"id":21398789858,"package_name":"ace_tools","ecosystem":"pypi","requirements":"==0.0","direct":true,"kind":"runtime","optional":false},{"id":21398790072,"package_name":"aiohappyeyeballs","ecosystem":"pypi","requirements":"==2.4.3","direct":true,"kind":"runtime","optional":false},{"id":21398790073,"package_name":"aiohttp","ecosystem":"pypi","requirements":"==3.10.10","direct":true,"kind":"runtime","optional":false},{"id":21398790074,"package_name":"aiosignal","ecosystem":"pypi","requirements":"==1.3.1","direct":true,"kind":"runtime","optional":false},{"id":21398790075,"package_name":"annotated-types","ecosystem":"pypi","requirements":"==0.7.0","direct":true,"kind":"runtime","optional":false},{"id":21398790076,"package_name":"anyio","ecosystem":"pypi","requirements":"==4.6.2.post1","direct":true,"kind":"runtime","optional":false},{"id":21398790077,"package_name":"appnope","ecosystem":"pypi","requirements":"==0.1.4","direct":true,"kind":"runtime","optional":false},{"id":21398790078,"package_name":"argon2-cffi","ecosystem":"pypi","requirements":"==23.1.0","direct":true,"kind":"runtime","optional":false},{"id":21398790079,"package_name":"argon2-cffi-bindings","ecosystem":"pypi","requirements":"==21.2.0","direct":true,"kind":"runtime","optional":false},{"id":21398790080,"package_name":"arrow","ecosystem":"pypi","requirements":"==1.3.0","direct":true,"kind":"runtime","optional":false},{"id":21398790081,"package_name":"asgiref","ecosystem":"pypi","requirements":"==3.8.1","direct":true,"kind":"runtime","optional":false},{"id":21398790082,"package_name":"asttokens","ecosystem":"pypi","requirements":"==2.4.1","direct":true,"kind":"runtime","optional":false},{"id":21398790083,"package_name":"async-lru","ecosystem":"pypi","requirements":"==2.0.4","direct":true,"kind":"runtime","optional":false},{"id":21398790084,"package_name":"attrs","ecosystem":"pypi","requirements":"==24.2.0","direct":true,"kind":"runtime","optional":false},{"id":21398790085,"package_name":"babel","ecosystem":"pypi","requirements":"==2.16.0","direct":true,"kind":"runtime","optional":false},{"id":21398790086,"package_name":"backoff","ecosystem":"pypi","requirements":"==2.2.1","direct":true,"kind":"runtime","optional":false},{"id":21398790087,"package_name":"bcrypt","ecosystem":"pypi","requirements":"==4.2.0","direct":true,"kind":"runtime","optional":false},{"id":21398790088,"package_name":"beautifulsoup4","ecosystem":"pypi","requirements":"==4.12.3","direct":true,"kind":"runtime","optional":false},{"id":21398790089,"package_name":"bleach","ecosystem":"pypi","requirements":"==6.1.0","direct":true,"kind":"runtime","optional":false},{"id":21398790090,"package_name":"bokeh","ecosystem":"pypi","requirements":"==3.6.0","direct":true,"kind":"runtime","optional":false},{"id":21398790091,"package_name":"build","ecosystem":"pypi","requirements":"==1.2.2.post1","direct":true,"kind":"runtime","optional":false},{"id":21398790092,"package_name":"cachetools","ecosystem":"pypi","requirements":"==5.5.0","direct":true,"kind":"runtime","optional":false},{"id":21398790093,"package_name":"certifi","ecosystem":"pypi","requirements":"==2024.8.30","direct":true,"kind":"runtime","optional":false},{"id":21398790094,"package_name":"cffi","ecosystem":"pypi","requirements":"==1.17.1","direct":true,"kind":"runtime","optional":false},{"id":21398790095,"package_name":"charset-normalizer","ecosystem":"pypi","requirements":"==3.4.0","direct":true,"kind":"runtime","optional":false},{"id":21398790096,"package_name":"chroma-hnswlib","ecosystem":"pypi","requirements":"==0.7.6","direct":true,"kind":"runtime","optional":false},{"id":21398790097,"package_name":"chromadb","ecosystem":"pypi","requirements":"==0.5.18","direct":true,"kind":"runtime","optional":false},{"id":21398790098,"package_name":"click","ecosystem":"pypi","requirements":"==8.1.7","direct":true,"kind":"runtime","optional":false},{"id":21398790099,"package_name":"coloredlogs","ecosystem":"pypi","requirements":"==15.0.1","direct":true,"kind":"runtime","optional":false},{"id":21398790100,"package_name":"comm","ecosystem":"pypi","requirements":"==0.2.2","direct":true,"kind":"runtime","optional":false},{"id":21398790101,"package_name":"contourpy","ecosystem":"pypi","requirements":"==1.3.0","direct":true,"kind":"runtime","optional":false},{"id":21398790103,"package_name":"cycler","ecosystem":"pypi","requirements":"==0.12.1","direct":true,"kind":"runtime","optional":false},{"id":21398790105,"package_name":"dataclasses-json","ecosystem":"pypi","requirements":"==0.6.7","direct":true,"kind":"runtime","optional":false},{"id":21398790107,"package_name":"debugpy","ecosystem":"pypi","requirements":"==1.8.8","direct":true,"kind":"runtime","optional":false},{"id":21398790110,"package_name":"decorator","ecosystem":"pypi","requirements":"==5.1.1","direct":true,"kind":"runtime","optional":false},{"id":21398790112,"package_name":"defusedxml","ecosystem":"pypi","requirements":"==0.7.1","direct":true,"kind":"runtime","optional":false},{"id":21398790114,"package_name":"Deprecated","ecosystem":"pypi","requirements":"==1.2.14","direct":true,"kind":"runtime","optional":false},{"id":21398790115,"package_name":"distro","ecosystem":"pypi","requirements":"==1.9.0","direct":true,"kind":"runtime","optional":false},{"id":21398790116,"package_name":"durationpy","ecosystem":"pypi","requirements":"==0.9","direct":true,"kind":"runtime","optional":false},{"id":21398790117,"package_name":"executing","ecosystem":"pypi","requirements":"==2.1.0","direct":true,"kind":"runtime","optional":false},{"id":21398790118,"package_name":"fastapi","ecosystem":"pypi","requirements":"==0.115.5","direct":true,"kind":"runtime","optional":false},{"id":21398790119,"package_name":"fastjsonschema","ecosystem":"pypi","requirements":"==2.20.0","direct":true,"kind":"runtime","optional":false},{"id":21398790120,"package_name":"filelock","ecosystem":"pypi","requirements":"==3.16.1","direct":true,"kind":"runtime","optional":false},{"id":21398790121,"package_name":"flatbuffers","ecosystem":"pypi","requirements":"==24.3.25","direct":true,"kind":"runtime","optional":false},{"id":21398790122,"package_name":"fonttools","ecosystem":"pypi","requirements":"==4.54.1","direct":true,"kind":"runtime","optional":false},{"id":21398790124,"package_name":"fqdn","ecosystem":"pypi","requirements":"==1.5.1","direct":true,"kind":"runtime","optional":false},{"id":21398790125,"package_name":"frozenlist","ecosystem":"pypi","requirements":"==1.5.0","direct":true,"kind":"runtime","optional":false},{"id":21398790127,"package_name":"fsspec","ecosystem":"pypi","requirements":"==2024.10.0","direct":true,"kind":"runtime","optional":false},{"id":21398790128,"package_name":"geopandas","ecosystem":"pypi","requirements":"==1.0.1","direct":true,"kind":"runtime","optional":false},{"id":21398790129,"package_name":"google-auth","ecosystem":"pypi","requirements":"==2.36.0","direct":true,"kind":"runtime","optional":false},{"id":21398790130,"package_name":"googleapis-common-protos","ecosystem":"pypi","requirements":"==1.66.0","direct":true,"kind":"runtime","optional":false},{"id":21398790131,"package_name":"grpcio","ecosystem":"pypi","requirements":"==1.67.1","direct":true,"kind":"runtime","optional":false},{"id":21398790132,"package_name":"h11","ecosystem":"pypi","requirements":"==0.14.0","direct":true,"kind":"runtime","optional":false},{"id":21398790133,"package_name":"httpcore","ecosystem":"pypi","requirements":"==1.0.6","direct":true,"kind":"runtime","optional":false},{"id":21398790134,"package_name":"httptools","ecosystem":"pypi","requirements":"==0.6.4","direct":true,"kind":"runtime","optional":false},{"id":21398790135,"package_name":"httpx","ecosystem":"pypi","requirements":"==0.27.2","direct":true,"kind":"runtime","optional":false},{"id":21398790136,"package_name":"httpx-sse","ecosystem":"pypi","requirements":"==0.4.0","direct":true,"kind":"runtime","optional":false},{"id":21398790137,"package_name":"huggingface-hub","ecosystem":"pypi","requirements":"==0.26.2","direct":true,"kind":"runtime","optional":false},{"id":21398790138,"package_name":"humanfriendly","ecosystem":"pypi","requirements":"==10.0","direct":true,"kind":"runtime","optional":false},{"id":21398790139,"package_name":"idna","ecosystem":"pypi","requirements":"==3.10","direct":true,"kind":"runtime","optional":false},{"id":21398790140,"package_name":"importlib_metadata","ecosystem":"pypi","requirements":"==8.5.0","direct":true,"kind":"runtime","optional":false},{"id":21398790141,"package_name":"importlib_resources","ecosystem":"pypi","requirements":"==6.4.5","direct":true,"kind":"runtime","optional":false},{"id":21398790142,"package_name":"ipykernel","ecosystem":"pypi","requirements":"==6.29.5","direct":true,"kind":"runtime","optional":false},{"id":21398790143,"package_name":"ipython","ecosystem":"pypi","requirements":"==8.28.0","direct":true,"kind":"runtime","optional":false},{"id":21398790144,"package_name":"ipywidgets","ecosystem":"pypi","requirements":"==8.1.5","direct":true,"kind":"runtime","optional":false},{"id":21398790145,"package_name":"isoduration","ecosystem":"pypi","requirements":"==20.11.0","direct":true,"kind":"runtime","optional":false},{"id":21398790146,"package_name":"jedi","ecosystem":"pypi","requirements":"==0.19.2","direct":true,"kind":"runtime","optional":false},{"id":21398790147,"package_name":"Jinja2","ecosystem":"pypi","requirements":"==3.1.4","direct":true,"kind":"runtime","optional":false},{"id":21398790148,"package_name":"jiter","ecosystem":"pypi","requirements":"==0.7.0","direct":true,"kind":"runtime","optional":false},{"id":21398790149,"package_name":"joblib","ecosystem":"pypi","requirements":"==1.4.2","direct":true,"kind":"runtime","optional":false},{"id":21398790150,"package_name":"json5","ecosystem":"pypi","requirements":"==0.9.25","direct":true,"kind":"runtime","optional":false},{"id":21398790151,"package_name":"jsonpatch","ecosystem":"pypi","requirements":"==1.33","direct":true,"kind":"runtime","optional":false},{"id":21398790152,"package_name":"jsonpointer","ecosystem":"pypi","requirements":"==3.0.0","direct":true,"kind":"runtime","optional":false},{"id":21398790153,"package_name":"jsonschema","ecosystem":"pypi","requirements":"==4.23.0","direct":true,"kind":"runtime","optional":false},{"id":21398790154,"package_name":"jsonschema-specifications","ecosystem":"pypi","requirements":"==2024.10.1","direct":true,"kind":"runtime","optional":false},{"id":21398790155,"package_name":"jupyter","ecosystem":"pypi","requirements":"==1.1.1","direct":true,"kind":"runtime","optional":false},{"id":21398790156,"package_name":"jupyter-console","ecosystem":"pypi","requirements":"==6.6.3","direct":true,"kind":"runtime","optional":false},{"id":21398790157,"package_name":"jupyter-events","ecosystem":"pypi","requirements":"==0.10.0","direct":true,"kind":"runtime","optional":false},{"id":21398790158,"package_name":"jupyter-lsp","ecosystem":"pypi","requirements":"==2.2.5","direct":true,"kind":"runtime","optional":false},{"id":21398790159,"package_name":"jupyter_client","ecosystem":"pypi","requirements":"==8.6.3","direct":true,"kind":"runtime","optional":false},{"id":21398790160,"package_name":"jupyter_core","ecosystem":"pypi","requirements":"==5.7.2","direct":true,"kind":"runtime","optional":false},{"id":21398790161,"package_name":"jupyter_server","ecosystem":"pypi","requirements":"==2.14.2","direct":true,"kind":"runtime","optional":false},{"id":21398790162,"package_name":"jupyter_server_terminals","ecosystem":"pypi","requirements":"==0.5.3","direct":true,"kind":"runtime","optional":false},{"id":21398790163,"package_name":"jupyterlab","ecosystem":"pypi","requirements":"==4.2.5","direct":true,"kind":"runtime","optional":false},{"id":21398790164,"package_name":"jupyterlab_pygments","ecosystem":"pypi","requirements":"==0.3.0","direct":true,"kind":"runtime","optional":false},{"id":21398790165,"package_name":"jupyterlab_server","ecosystem":"pypi","requirements":"==2.27.3","direct":true,"kind":"runtime","optional":false},{"id":21398790166,"package_name":"jupyterlab_widgets","ecosystem":"pypi","requirements":"==3.0.13","direct":true,"kind":"runtime","optional":false},{"id":21398790167,"package_name":"kiwisolver","ecosystem":"pypi","requirements":"==1.4.7","direct":true,"kind":"runtime","optional":false},{"id":21398790168,"package_name":"kubernetes","ecosystem":"pypi","requirements":"==31.0.0","direct":true,"kind":"runtime","optional":false},{"id":21398790169,"package_name":"langchain","ecosystem":"pypi","requirements":"\u003e=0.3.3,\u003c0.4.0","direct":true,"kind":"runtime","optional":false},{"id":21398790170,"package_name":"langchain-community","ecosystem":"pypi","requirements":"\u003e=0.3.5,\u003c0.4.0","direct":true,"kind":"runtime","optional":false},{"id":21398790171,"package_name":"langchain-core","ecosystem":"pypi","requirements":"==0.3.15","direct":true,"kind":"runtime","optional":false},{"id":21398790172,"package_name":"langchain-openai","ecosystem":"pypi","requirements":"==0.2.2","direct":true,"kind":"runtime","optional":false},{"id":21398790173,"package_name":"langchain-text-splitters","ecosystem":"pypi","requirements":"==0.3.2","direct":true,"kind":"runtime","optional":false},{"id":21398790174,"package_name":"langsmith","ecosystem":"pypi","requirements":"==0.1.135","direct":true,"kind":"runtime","optional":false},{"id":21398790175,"package_name":"markdown-it-py","ecosystem":"pypi","requirements":"==3.0.0","direct":true,"kind":"runtime","optional":false},{"id":21398790176,"package_name":"MarkupSafe","ecosystem":"pypi","requirements":"==3.0.1","direct":true,"kind":"runtime","optional":false},{"id":21398790177,"package_name":"marshmallow","ecosystem":"pypi","requirements":"==3.22.0","direct":true,"kind":"runtime","optional":false},{"id":21398790178,"package_name":"matplotlib","ecosystem":"pypi","requirements":"==3.9.2","direct":true,"kind":"runtime","optional":false},{"id":21398790179,"package_name":"matplotlib-inline","ecosystem":"pypi","requirements":"==0.1.7","direct":true,"kind":"runtime","optional":false},{"id":21398790180,"package_name":"mdurl","ecosystem":"pypi","requirements":"==0.1.2","direct":true,"kind":"runtime","optional":false},{"id":21398790181,"package_name":"mistune","ecosystem":"pypi","requirements":"==3.0.2","direct":true,"kind":"runtime","optional":false},{"id":21398790182,"package_name":"mmh3","ecosystem":"pypi","requirements":"==5.0.1","direct":true,"kind":"runtime","optional":false},{"id":21398790183,"package_name":"monotonic","ecosystem":"pypi","requirements":"==1.6","direct":true,"kind":"runtime","optional":false},{"id":21398790184,"package_name":"mpmath","ecosystem":"pypi","requirements":"==1.3.0","direct":true,"kind":"runtime","optional":false},{"id":21398790185,"package_name":"multidict","ecosystem":"pypi","requirements":"==6.1.0","direct":true,"kind":"runtime","optional":false},{"id":21398790186,"package_name":"mypy-extensions","ecosystem":"pypi","requirements":"==1.0.0","direct":true,"kind":"runtime","optional":false},{"id":21398790187,"package_name":"nbclient","ecosystem":"pypi","requirements":"==0.10.0","direct":true,"kind":"runtime","optional":false},{"id":21398790188,"package_name":"nbconvert","ecosystem":"pypi","requirements":"==7.16.4","direct":true,"kind":"runtime","optional":false},{"id":21398790189,"package_name":"nbformat","ecosystem":"pypi","requirements":"==5.10.4","direct":true,"kind":"runtime","optional":false},{"id":21398790190,"package_name":"nest-asyncio","ecosystem":"pypi","requirements":"==1.6.0","direct":true,"kind":"runtime","optional":false},{"id":21398790191,"package_name":"networkx","ecosystem":"pypi","requirements":"==3.4.2","direct":true,"kind":"runtime","optional":false},{"id":21398790192,"package_name":"notebook","ecosystem":"pypi","requirements":"==7.2.2","direct":true,"kind":"runtime","optional":false},{"id":21398790193,"package_name":"notebook_shim","ecosystem":"pypi","requirements":"==0.2.4","direct":true,"kind":"runtime","optional":false},{"id":21398790194,"package_name":"numpy","ecosystem":"pypi","requirements":"==1.26.4","direct":true,"kind":"runtime","optional":false},{"id":21398790195,"package_name":"oauthlib","ecosystem":"pypi","requirements":"==3.2.2","direct":true,"kind":"runtime","optional":false},{"id":21398790196,"package_name":"onnxruntime","ecosystem":"pypi","requirements":"==1.20.0","direct":true,"kind":"runtime","optional":false},{"id":21398790197,"package_name":"openai","ecosystem":"pypi","requirements":"==1.51.2","direct":true,"kind":"runtime","optional":false},{"id":21398790198,"package_name":"opentelemetry-api","ecosystem":"pypi","requirements":"==1.28.1","direct":true,"kind":"runtime","optional":false},{"id":21398790199,"package_name":"opentelemetry-exporter-otlp-proto-common","ecosystem":"pypi","requirements":"==1.28.1","direct":true,"kind":"runtime","optional":false},{"id":21398790278,"package_name":"opentelemetry-exporter-otlp-proto-grpc","ecosystem":"pypi","requirements":"==1.28.1","direct":true,"kind":"runtime","optional":false},{"id":21398791195,"package_name":"opentelemetry-instrumentation","ecosystem":"pypi","requirements":"==0.49b1","direct":true,"kind":"runtime","optional":false},{"id":21398791196,"package_name":"opentelemetry-instrumentation-asgi","ecosystem":"pypi","requirements":"==0.49b1","direct":true,"kind":"runtime","optional":false},{"id":21398791326,"package_name":"opentelemetry-instrumentation-fastapi","ecosystem":"pypi","requirements":"==0.49b1","direct":true,"kind":"runtime","optional":false},{"id":21398791650,"package_name":"opentelemetry-proto","ecosystem":"pypi","requirements":"==1.28.1","direct":true,"kind":"runtime","optional":false},{"id":21398792885,"package_name":"opentelemetry-sdk","ecosystem":"pypi","requirements":"==1.28.1","direct":true,"kind":"runtime","optional":false},{"id":21398792892,"package_name":"opentelemetry-semantic-conventions","ecosystem":"pypi","requirements":"==0.49b1","direct":true,"kind":"runtime","optional":false},{"id":21398792899,"package_name":"opentelemetry-util-http","ecosystem":"pypi","requirements":"==0.49b1","direct":true,"kind":"runtime","optional":false},{"id":21398792904,"package_name":"orjson","ecosystem":"pypi","requirements":"==3.10.7","direct":true,"kind":"runtime","optional":false},{"id":21398792908,"package_name":"overrides","ecosystem":"pypi","requirements":"==7.7.0","direct":true,"kind":"runtime","optional":false},{"id":21398792913,"package_name":"packaging","ecosystem":"pypi","requirements":"==24.1","direct":true,"kind":"runtime","optional":false},{"id":21398792918,"package_name":"pandas","ecosystem":"pypi","requirements":"==2.2.3","direct":true,"kind":"runtime","optional":false},{"id":21398792922,"package_name":"pandocfilters","ecosystem":"pypi","requirements":"==1.5.1","direct":true,"kind":"runtime","optional":false},{"id":21398792926,"package_name":"parso","ecosystem":"pypi","requirements":"==0.8.4","direct":true,"kind":"runtime","optional":false},{"id":21398792929,"package_name":"pexpect","ecosystem":"pypi","requirements":"==4.9.0","direct":true,"kind":"runtime","optional":false},{"id":21398792933,"package_name":"pillow","ecosystem":"pypi","requirements":"==10.4.0","direct":true,"kind":"runtime","optional":false},{"id":21398792937,"package_name":"platformdirs","ecosystem":"pypi","requirements":"==4.3.6","direct":true,"kind":"runtime","optional":false},{"id":21398792941,"package_name":"posthog","ecosystem":"pypi","requirements":"==3.7.0","direct":true,"kind":"runtime","optional":false},{"id":21398792945,"package_name":"prometheus_client","ecosystem":"pypi","requirements":"==0.21.0","direct":true,"kind":"runtime","optional":false},{"id":21398792951,"package_name":"prompt_toolkit","ecosystem":"pypi","requirements":"==3.0.48","direct":true,"kind":"runtime","optional":false},{"id":21398792957,"package_name":"propcache","ecosystem":"pypi","requirements":"==0.2.0","direct":true,"kind":"runtime","optional":false},{"id":21398792960,"package_name":"protobuf","ecosystem":"pypi","requirements":"==5.28.3","direct":true,"kind":"runtime","optional":false},{"id":21398792964,"package_name":"psutil","ecosystem":"pypi","requirements":"==6.0.0","direct":true,"kind":"runtime","optional":false},{"id":21398792969,"package_name":"ptyprocess","ecosystem":"pypi","requirements":"==0.7.0","direct":true,"kind":"runtime","optional":false},{"id":21398792973,"package_name":"pure_eval","ecosystem":"pypi","requirements":"==0.2.3","direct":true,"kind":"runtime","optional":false},{"id":21398792977,"package_name":"pyasn1","ecosystem":"pypi","requirements":"==0.6.1","direct":true,"kind":"runtime","optional":false},{"id":21398792982,"package_name":"pyasn1_modules","ecosystem":"pypi","requirements":"==0.4.1","direct":true,"kind":"runtime","optional":false},{"id":21398792986,"package_name":"pycparser","ecosystem":"pypi","requirements":"==2.22","direct":true,"kind":"runtime","optional":false},{"id":21398792989,"package_name":"pydantic","ecosystem":"pypi","requirements":"==2.9.2","direct":true,"kind":"runtime","optional":false},{"id":21398792992,"package_name":"pydantic-settings","ecosystem":"pypi","requirements":"==2.6.1","direct":true,"kind":"runtime","optional":false},{"id":21398792996,"package_name":"pydantic_core","ecosystem":"pypi","requirements":"==2.23.4","direct":true,"kind":"runtime","optional":false},{"id":21398793000,"package_name":"Pygments","ecosystem":"pypi","requirements":"==2.18.0","direct":true,"kind":"runtime","optional":false},{"id":21398793003,"package_name":"pyogrio","ecosystem":"pypi","requirements":"==0.10.0","direct":true,"kind":"runtime","optional":false},{"id":21398793783,"package_name":"pyparsing","ecosystem":"pypi","requirements":"==3.2.0","direct":true,"kind":"runtime","optional":false},{"id":21398793784,"package_name":"PyPika","ecosystem":"pypi","requirements":"==0.48.9","direct":true,"kind":"runtime","optional":false},{"id":21398793785,"package_name":"pyproj","ecosystem":"pypi","requirements":"==3.7.0","direct":true,"kind":"runtime","optional":false},{"id":21398793786,"package_name":"pyproject_hooks","ecosystem":"pypi","requirements":"==1.2.0","direct":true,"kind":"runtime","optional":false},{"id":21398793787,"package_name":"python-dateutil","ecosystem":"pypi","requirements":"==2.9.0.post0","direct":true,"kind":"runtime","optional":false},{"id":21398793788,"package_name":"python-dotenv","ecosystem":"pypi","requirements":"==1.0.1","direct":true,"kind":"runtime","optional":false},{"id":21398793789,"package_name":"python-json-logger","ecosystem":"pypi","requirements":"==2.0.7","direct":true,"kind":"runtime","optional":false},{"id":21398793790,"package_name":"pytz","ecosystem":"pypi","requirements":"==2024.2","direct":true,"kind":"runtime","optional":false},{"id":21398793791,"package_name":"PyYAML","ecosystem":"pypi","requirements":"==6.0.2","direct":true,"kind":"runtime","optional":false},{"id":21398793792,"package_name":"pyzmq","ecosystem":"pypi","requirements":"==26.2.0","direct":true,"kind":"runtime","optional":false},{"id":21398793793,"package_name":"referencing","ecosystem":"pypi","requirements":"==0.35.1","direct":true,"kind":"runtime","optional":false},{"id":21398793794,"package_name":"regex","ecosystem":"pypi","requirements":"==2024.11.6","direct":true,"kind":"runtime","optional":false},{"id":21398793795,"package_name":"requests","ecosystem":"pypi","requirements":"==2.32.3","direct":true,"kind":"runtime","optional":false},{"id":21398793796,"package_name":"requests-oauthlib","ecosystem":"pypi","requirements":"==2.0.0","direct":true,"kind":"runtime","optional":false},{"id":21398793797,"package_name":"requests-toolbelt","ecosystem":"pypi","requirements":"==1.0.0","direct":true,"kind":"runtime","optional":false},{"id":21398793798,"package_name":"rfc3339-validator","ecosystem":"pypi","requirements":"==0.1.4","direct":true,"kind":"runtime","optional":false},{"id":21398793799,"package_name":"rfc3986-validator","ecosystem":"pypi","requirements":"==0.1.1","direct":true,"kind":"runtime","optional":false},{"id":21398793800,"package_name":"rich","ecosystem":"pypi","requirements":"==13.9.4","direct":true,"kind":"runtime","optional":false},{"id":21398793801,"package_name":"rpds-py","ecosystem":"pypi","requirements":"==0.21.0","direct":true,"kind":"runtime","optional":false},{"id":21398793802,"package_name":"rsa","ecosystem":"pypi","requirements":"==4.9","direct":true,"kind":"runtime","optional":false},{"id":21398793803,"package_name":"safetensors","ecosystem":"pypi","requirements":"==0.4.5","direct":true,"kind":"runtime","optional":false},{"id":21398793804,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"==1.5.2","direct":true,"kind":"runtime","optional":false},{"id":21398793805,"package_name":"scipy","ecosystem":"pypi","requirements":"==1.14.1","direct":true,"kind":"runtime","optional":false},{"id":21398793806,"package_name":"seaborn","ecosystem":"pypi","requirements":"==0.13.2","direct":true,"kind":"runtime","optional":false},{"id":21398793807,"package_name":"Send2Trash","ecosystem":"pypi","requirements":"==1.8.3","direct":true,"kind":"runtime","optional":false},{"id":21398793808,"package_name":"setuptools","ecosystem":"pypi","requirements":"==75.3.0","direct":true,"kind":"runtime","optional":false},{"id":21398793809,"package_name":"shapely","ecosystem":"pypi","requirements":"==2.0.6","direct":true,"kind":"runtime","optional":false},{"id":21398793810,"package_name":"shellingham","ecosystem":"pypi","requirements":"==1.5.4","direct":true,"kind":"runtime","optional":false},{"id":21398793811,"package_name":"six","ecosystem":"pypi","requirements":"==1.16.0","direct":true,"kind":"runtime","optional":false},{"id":21398793812,"package_name":"sniffio","ecosystem":"pypi","requirements":"==1.3.1","direct":true,"kind":"runtime","optional":false},{"id":21398793813,"package_name":"soupsieve","ecosystem":"pypi","requirements":"==2.6","direct":true,"kind":"runtime","optional":false},{"id":21398793814,"package_name":"SQLAlchemy","ecosystem":"pypi","requirements":"==2.0.35","direct":true,"kind":"runtime","optional":false},{"id":21398793815,"package_name":"stack-data","ecosystem":"pypi","requirements":"==0.6.3","direct":true,"kind":"runtime","optional":false},{"id":21398793816,"package_name":"starlette","ecosystem":"pypi","requirements":"==0.41.2","direct":true,"kind":"runtime","optional":false},{"id":21398793817,"package_name":"sympy","ecosystem":"pypi","requirements":"==1.13.1","direct":true,"kind":"runtime","optional":false},{"id":21398793818,"package_name":"tenacity","ecosystem":"pypi","requirements":"\u003e=8.2.3,\u003c9.0.0","direct":true,"kind":"runtime","optional":false},{"id":21398793819,"package_name":"terminado","ecosystem":"pypi","requirements":"==0.18.1","direct":true,"kind":"runtime","optional":false},{"id":21398793820,"package_name":"threadpoolctl","ecosystem":"pypi","requirements":"==3.5.0","direct":true,"kind":"runtime","optional":false},{"id":21398793821,"package_name":"tiktoken","ecosystem":"pypi","requirements":"==0.8.0","direct":true,"kind":"runtime","optional":false},{"id":21398793822,"package_name":"tinycss2","ecosystem":"pypi","requirements":"==1.4.0","direct":true,"kind":"runtime","optional":false},{"id":21398793823,"package_name":"tokenizers","ecosystem":"pypi","requirements":"==0.20.3","direct":true,"kind":"runtime","optional":false},{"id":21398793824,"package_name":"torch","ecosystem":"pypi","requirements":"==2.5.1","direct":true,"kind":"runtime","optional":false},{"id":21398793825,"package_name":"tornado","ecosystem":"pypi","requirements":"==6.4.1","direct":true,"kind":"runtime","optional":false},{"id":21398793826,"package_name":"tqdm","ecosystem":"pypi","requirements":"==4.67.0","direct":true,"kind":"runtime","optional":false},{"id":21398793827,"package_name":"traitlets","ecosystem":"pypi","requirements":"==5.14.3","direct":true,"kind":"runtime","optional":false},{"id":21398793828,"package_name":"transformers","ecosystem":"pypi","requirements":"==4.46.2","direct":true,"kind":"runtime","optional":false},{"id":21398793829,"package_name":"typer","ecosystem":"pypi","requirements":"==0.13.0","direct":true,"kind":"runtime","optional":false},{"id":21398793830,"package_name":"types-python-dateutil","ecosystem":"pypi","requirements":"==2.9.0.20241003","direct":true,"kind":"runtime","optional":false},{"id":21398793831,"package_name":"typing-inspect","ecosystem":"pypi","requirements":"==0.9.0","direct":true,"kind":"runtime","optional":false},{"id":21398793832,"package_name":"typing_extensions","ecosystem":"pypi","requirements":"==4.12.2","direct":true,"kind":"runtime","optional":false},{"id":21398793833,"package_name":"tzdata","ecosystem":"pypi","requirements":"==2024.2","direct":true,"kind":"runtime","optional":false},{"id":21398793834,"package_name":"uri-template","ecosystem":"pypi","requirements":"==1.3.0","direct":true,"kind":"runtime","optional":false},{"id":21398793835,"package_name":"urllib3","ecosystem":"pypi","requirements":"==2.2.3","direct":true,"kind":"runtime","optional":false},{"id":21398793836,"package_name":"uvicorn","ecosystem":"pypi","requirements":"==0.32.0","direct":true,"kind":"runtime","optional":false},{"id":21398793837,"package_name":"uvloop","ecosystem":"pypi","requirements":"==0.21.0","direct":true,"kind":"runtime","optional":false},{"id":21398793838,"package_name":"watchfiles","ecosystem":"pypi","requirements":"==0.24.0","direct":true,"kind":"runtime","optional":false},{"id":21398793839,"package_name":"wcwidth","ecosystem":"pypi","requirements":"==0.2.13","direct":true,"kind":"runtime","optional":false},{"id":21398793840,"package_name":"webcolors","ecosystem":"pypi","requirements":"==24.11.1","direct":true,"kind":"runtime","optional":false},{"id":21398793841,"package_name":"webencodings","ecosystem":"pypi","requirements":"==0.5.1","direct":true,"kind":"runtime","optional":false},{"id":21398793842,"package_name":"websocket-client","ecosystem":"pypi","requirements":"==1.8.0","direct":true,"kind":"runtime","optional":false},{"id":21398793843,"package_name":"websockets","ecosystem":"pypi","requirements":"==14.1","direct":true,"kind":"runtime","optional":false},{"id":21398793844,"package_name":"widgetsnbextension","ecosystem":"pypi","requirements":"==4.0.13","direct":true,"kind":"runtime","optional":false},{"id":21398793845,"package_name":"wrapt","ecosystem":"pypi","requirements":"==1.16.0","direct":true,"kind":"runtime","optional":false},{"id":21398793846,"package_name":"xyzservices","ecosystem":"pypi","requirements":"==2024.9.0","direct":true,"kind":"runtime","optional":false},{"id":21398793847,"package_name":"yarl","ecosystem":"pypi","requirements":"==1.15.2","direct":true,"kind":"runtime","optional":false},{"id":21398793848,"package_name":"zipp","ecosystem":"pypi","requirements":"==3.21.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/gh-pages.yml","sha":null,"kind":"manifest","created_at":"2024-11-06T11:36:05.660Z","updated_at":"2024-11-06T11:36:05.660Z","repository_link":"https://github.com/worldbank/LLMs-Practical-Guide/blob/main/.github/workflows/gh-pages.yml","dependencies":[{"id":20590407624,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":20590407626,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v5","direct":true,"kind":"composite","optional":false},{"id":20590407628,"package_name":"actions/upload-pages-artifact","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":20590407631,"package_name":"actions/deploy-pages","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/release.yml","sha":null,"kind":"manifest","created_at":"2024-11-06T11:36:05.926Z","updated_at":"2024-11-06T11:36:05.926Z","repository_link":"https://github.com/worldbank/LLMs-Practical-Guide/blob/main/.github/workflows/release.yml","dependencies":[{"id":20590407641,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":20590407642,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v5","direct":true,"kind":"composite","optional":false},{"id":20590407643,"package_name":"actions/upload-artifact","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":20590407644,"package_name":"actions/download-artifact","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":20590407645,"package_name":"pypa/gh-action-pypi-publish","ecosystem":"actions","requirements":"release/v1","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"pypi","filepath":"pyproject.toml","sha":null,"kind":"manifest","created_at":"2024-11-06T11:36:06.642Z","updated_at":"2024-11-06T11:36:06.642Z","repository_link":"https://github.com/worldbank/LLMs-Practical-Guide/blob/main/pyproject.toml","dependencies":[{"id":20590407658,"package_name":"bokeh","ecosystem":"pypi","requirements":"\u003e=3,\u003c4","direct":true,"kind":"runtime","optional":false},{"id":20590407659,"package_name":"requests","ecosystem":"pypi","requirements":"\u003e=2.28.1","direct":true,"kind":"runtime","optional":false},{"id":20590407660,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=2","direct":true,"kind":"runtime","optional":false},{"id":20590407661,"package_name":"pycountry","ecosystem":"pypi","requirements":"\u003e=22.3.5","direct":true,"kind":"runtime","optional":false}]}],"score":null,"created_at":"2025-09-04T15:50:35.793Z","updated_at":"2025-10-07T08:06:59.140Z","avatar_url":"https://github.com/worldbank.png","language":"Jupyter Notebook","category":null,"sub_category":null,"monthly_downloads":0,"funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/10781","html_url":"https://science.ecosyste.ms/projects/10781","bibtex_url":"https://science.ecosyste.ms/projects/10781/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/10781/export.apalike"}