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bbsr_ida_public/llm_workshop

opencode:4609

This repository accompanies a three-day hands-on workshop on Large Language Models (LLMs), Prompt Engineering, and Retrieval-Augmented Generation (RAG). The workshop is designed to equip participants with practical skills and foundational knowledge to understand, deploy, and evaluate LLM-based applications across a wide range of fields. The program combines a lecture series covering theoretical foundations with a programming workshop in Jupyter Notebooks. Participants explore core technologies such as OpenAI APIs, LangChain, vector databases, document parsing, and AI toolchains—supported by real-world examples and scientific documents. The workshop is suitable for professionals, researchers, and students who seek a structured and practice-oriented introduction to state-of-the-art AI workflows based on LLMs.

Entity type · RepositoryPublic dossier · indexable19 Oct 2026, 10:37

Identity extends only as far as the published stable identifier or explicit mapping. Similar names are not merged. Missing links mean not observed in the bounded sources—not absent in reality.

identity ≠ name similarity · edge ≠ causality
8direct evidenced connections
8exact-identifier edges
9referenced source snapshots
5published attributes
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Exact identifieredge:2ad516694517d91deb47251f
Relationshipdeclares a dependency
Software packageOllama SDK
Package identity in the repository commit manifest

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Open source ↗
german-public-sector-ai-dependency-atlas · opencode:4609@fddd886ab2fd3824e269d40cefde90cbed709201:pypi:ollama
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Exact identifieredge:300003015cf8770f61ff6e5a
Relationshipdeclares a dependency
Software packageLangChain OpenAI
Package identity in the repository commit manifest

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german-public-sector-ai-dependency-atlas · opencode:4609@fddd886ab2fd3824e269d40cefde90cbed709201:pypi:langchain-openai
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Exact identifieredge:56b4d3b22a59ff563efa6d10
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Software packageWeaviate Client
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german-public-sector-ai-dependency-atlas · opencode:4609@fddd886ab2fd3824e269d40cefde90cbed709201:pypi:weaviate-client
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Exact identifieredge:7ab96b652066cbf38845a233
Relationshipdeclares a dependency
Software packageLangChain Community
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german-public-sector-ai-dependency-atlas · opencode:4609@fddd886ab2fd3824e269d40cefde90cbed709201:pypi:langchain-community
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Exact identifieredge:8123af9d0daf5975d4e9b5d4
Relationshipdeclares a dependency
Software packageLangChain
Package identity in the repository commit manifest

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german-public-sector-ai-dependency-atlas · opencode:4609@fddd886ab2fd3824e269d40cefde90cbed709201:pypi:langchain
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Exact identifieredge:ac9f79b4ebb0ce43a0c4c7e9
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Software packagescikit-learn
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german-public-sector-ai-dependency-atlas · opencode:4609@fddd886ab2fd3824e269d40cefde90cbed709201:pypi:scikit-learn
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Exact identifieredge:d1fb60ee4a9461cda8f0f81a
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Software packageOpenAI SDK
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german-public-sector-ai-dependency-atlas · opencode:4609@fddd886ab2fd3824e269d40cefde90cbed709201:pypi:openai
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Exact identifieredge:d599b0c51d62dce3eca27bbb
Relationshipdeclares a dependency
Software packageLangGraph
Package identity in the repository commit manifest

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german-public-sector-ai-dependency-atlas · opencode:4609@fddd886ab2fd3824e269d40cefde90cbed709201:pypi:langgraph
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PUBLISHED ATTRIBUTES

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Attributes are descriptive source fields. They do not create cross-dataset identity unless an edge states that join explicitly.

Ai Package Count
8
Commit Sha
fddd886ab2fd3824e269d40cefde90cbed709201
Last Activity At
2025-05-02T11:59:04.875Z
Path With Namespace
bbsr_ida_public/llm_workshop
Tree Complete
true
PROVENANCE

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A source snapshot describes what was available at collection time. Corrections and later publications can change future observations.

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german-public-sector-ai-dependency-atlasopencode:4609@fddd886ab2fd3824e269d40cefde90cbed709201:pypi:ollama · repository_commit_manifest_package_identity
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german-public-sector-ai-dependency-atlasopencode:4609@fddd886ab2fd3824e269d40cefde90cbed709201:pypi:langchain-openai · repository_commit_manifest_package_identity
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german-public-sector-ai-dependency-atlasopencode:4609@fddd886ab2fd3824e269d40cefde90cbed709201:pypi:weaviate-client · repository_commit_manifest_package_identity
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german-public-sector-ai-dependency-atlasopencode:4609@fddd886ab2fd3824e269d40cefde90cbed709201:pypi:langchain-community · repository_commit_manifest_package_identity
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german-public-sector-ai-dependency-atlasopencode:4609@fddd886ab2fd3824e269d40cefde90cbed709201:pypi:langchain · repository_commit_manifest_package_identity
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german-public-sector-ai-dependency-atlasopencode:4609@fddd886ab2fd3824e269d40cefde90cbed709201:pypi:scikit-learn · repository_commit_manifest_package_identity
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german-public-sector-ai-dependency-atlasopencode:4609@fddd886ab2fd3824e269d40cefde90cbed709201:pypi:openai · repository_commit_manifest_package_identity
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german-public-sector-ai-dependency-atlasopencode:4609@fddd886ab2fd3824e269d40cefde90cbed709201:pypi:langgraph · repository_commit_manifest_package_identity
↗Open original source

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