jbarrasa/goingmeta 开源项目中文解读：技术栈、适用场景与上手建议

项目介绍

jbarrasa/goingmeta 是一个托管在 GitHub 上的开源项目，主要使用 Jupyter Notebook 编写，目前获得 681 个 Star、113 次 Fork。

仓库全名: jbarrasa/goingmeta

README 摘要

GoingMeta We run the live streams on the first Tuesday of each month. (4pm BST, 11am ET, 8am PT, 3pm CEST, 8:30pm IST) Streaming on Twitch and Youtube Live. We will use this repo to share all resources used in the sessions. Give them a try and give us your feedback! SEASON 1 2022 sessions broadcast | title |tags| recording | code | :|:-----:| -----:|:---------:|:--------------------------:|:---:| 1 | Feb 1 | Cypher…

完整内容见 GitHub 原始 README 或本页。

常见问题

goingmeta 用什么语言开发？

主要使用 Jupyter Notebook 编写，目前有 681 个 Star。

如何获取 goingmeta 的源码？

可以直接克隆仓库：git clone https://github.com/jbarrasa/goingmeta.git，默认分支为 main；安装与运行步骤见仓库 README。

goingmeta 最近还在维护吗？

仓库最近一次更新为 5 天前，当前有 9 个未关闭 Issue；Star 数为 681，可作为社区活跃度的参考。

关于

code and resources used in the Going Meta sessions

graph-data-science integration knowledge-graph ontologies semantics

681 Stars
113 Forks
61 Watching

描述取自 GitHub 官方 API，中文内容由 GitRead 中文社区编辑团队整理。

简要分析

热度分

968

价值分

448

活跃状态

活跃

GitHub

语言占比

CQL

Cypher

Jupyter Notebook

Mermaid

Python

贡献者

GoingMeta

We run the live streams on the first Tuesday of each month. (4pm BST, 11am ET, 8am PT, 3pm CEST, 8:30pm IST) Streaming on Twitch and Youtube Live.

We will use this repo to share all resources used in the sessions. Give them a try and give us your feedback!

SEASON 1

2022 sessions

#	broadcast	title	tags	recording	code
1	Feb 1	Cypher and SPARQL on the British Library catalog	`Cypher` `SPARQL`	📺	💻
2	Mar 1	Semantic search. A worked example	`n10s` `Cypher` `Wikidata`	📺	💻
3	Apr 5	Controlling the shape of your graph with SHACL	`data quality` `SHACL` `n10s`	📺	💻
4	May 3	Ontology based reasoning 101	`Ontologies` `Inference` `Cypher`	📺	💻
5	Jun 13	Ontology-driven Knowledge Graph construction	`Ontologies` `Python` `ETL`	📺	💻
6	Jul 5	Ontology learning from graph data	`Graph Algos` `ML` `Ontologies`	📺	💻
7	Aug 2	Generating natural language from your KG by annotating ontologies	`NL` `Ontologies` `Cypher`	📺	💻
8	Sep 6	Common RDF integration patterns	`Cypher` `JSON-LD` `SPARQL`	📺	💻
9	Oct 4	Unsupervised KG construction. Graph Observability	`Orchestration` `Prefect` `Wikidata`	📺	💻
10	Nov 1	SPARQL based integrations	`DBPedia` `Cypher` `SPARQL`	📺	💻
11	Dec 6	Graph data quality with graph expectations	`Python` `Data Quality` `SHACL`	📺	💻

2023 sessions

#	broadcast	title	tags	recording	code
12	Jan 16	Importing RDF data into AuraDB with Python and RDFLib	`Python` `RDFLib` `AuraDB`	📺	💻
13	Feb 9	Creating (and RDF-izing) virtual graphs over external data	`SQL` `APOC` `RDF` `Python`	📺	💻
14	Mar 7	Taxonomy reconciliation	`RDF` `SPARQL` `Cypher`	📺	💻
15	Apr 5	Building a Semantic Data App with Streamlit	`Python` `Ontology` `Streamlit` `Protege`	📺	💻
16	May 2	Semantic Similarity Metrics in Taxonomies	`Python` `NLTK` `Semantics` `Taxonomy`	📺	💻
17	June 1	RDF-ing between OpenAI and Neo4j	`OpenAI` `Generative AI` `APOC` `RDF`	📺	💻
18	July 4	Easy Full-Graph Migrations from Triple Stores to Neo4j	`Python` `RDF` `Migration` `Triple Store`	📺	💻
19	Aug 1	Ontology Versioning in Neo4j	`Python` `Ontologies` `Protege`	📺	💻
20	Sep 12	Going Meta: A recap	`All`	📺	💻
21	Oct 6	Vector-based and Graph-based semantic search	`Cypher` `Ontologies` `Embeddings`	📺	💻
22	Nov 7	RAG with Knowledge Graphs	`LLM` `Semantic Search` `Python` `Vector Index`	📺	💻
23	Dec 6	Advanced RAG patterns with Knowledge Graphs	`LLM` `Semantic Search` `Python` `Vector Index` `Streamlit`	📺	💻

2024 sessions

#	broadcast	title	tags	recording	code
24	Jan 4	KG+LLM: Ontology-driven RAG patterns	`Python` `Ontology` `Langchain` `Vector Index` `Cypher`	📺	💻
25	Feb 5	LLMs for automated KG construction	`LLM` `Python` `OpenAI` `CompletionsAPI` `Kaggle` `Modelling`	📺	💻
26	Mar 5	Unpicking the data.world Benchmark on the Role of KGs in LLM QA over relational data	`Benchmark` `SPARQL` `OWL` `LLM` `Python` `R2RML` `Semantic Layer`	📺	💻
27	Apr 2	Building a Reflection Agent with LangGraph	`LangChain` `LangGraph` `Python` `LLM` `Modelling`	📺	💻

SEASON 2

2024 sessions

#	broadcast	title	tags	recording	code
1	Sep 3	Using Ontologies to Guide Knowledge Graph Creation from Unstructured Data (no code)	`LLM` `Ontology` `Knowledge Graph Builder` `Cypher` `SHACL`	📺	💻
2	Oct 1	Using Ontologies to Guide KG Creation from Unstructured Data (through code)	`LLM` `Ontology` `Python` `Cypher` `RDFLib`	📺	💻
3	Nov 20	Blueprints for Knowledge Graph Construction from Unstructured Data	`LLM` `Ontology` `Python` `Cypher` `RDFLib` `Pydantic` `RDF`	📺	💻
4	Dec 3	Ontology-driven end-to-end GraphRAG	`LLM` `Ontology` `Python` `GraphRAG`	📺	💻

2025 sessions

#	broadcast	title	tags	recording	code
5	Jan 7	One Ontology To Rule Them All: Building KG from Mixed Data	`LLM` `Ontology` `Knowledge Graph` `GraphRAG`	📺	💻
6	Feb 4	Retrieval Methods Compared	`LLM` `Ontology` `Knowledge Graph` `GraphRAG`	📺	💻
7	Mar 4	Enhancing LLM Tool Calling with Ontologies	`LLM` `Ontology` `Knowledge Graph` `GraphRAG` `Agents`	📺	💻
8	Apr 8	Agentic Workflows for Dynamic Ontology Selection in KG Construction	`LLM` `Ontology` `Knowledge Graph` `GraphRAG` `Agents`	📺	💻
9	May 6	Structural Patterns for Ontology Reconciliation	`Ontology` `RDFLib` `RDF` `Knowledge Graph`	📺	💻
10	July 2	Structuring Biomedical Noise: Graphs, AI and the Drug Discovery Dilemma	`LLM` `AI` `Pharma` `LifeScience` `Conversation`	📺
11	August 5	2 years of KGs and GenAI. A Recap	`LLM` `Knowledge Graph` `GraphRAG` `Agents`	📺	💻

SEASON 3

2025 sessions

#	broadcast	title	tags	recording	code
1	Oct 7	Ontology Creation with the Neo4j MCP Server	`LLM` `Ontology` `GraphRAG` `Agents` `MCP` `Modelling`	📺	💻
2	Nov 4	Supercharging Neo4j Aura Agents with Ontologies	`LLM` `Ontology` `Agents`	📺	💻
3	Dec 9	Ontologies, LLMs, Property Graphs - Do we really have a “Jaguar Problem”?	`LLM` `Ontology` `RDF` `Knowledge Graph`	📺	💻

2026 sessions

#	broadcast	title	tags	recording	code
4	Jan 6	Evaluating the Quality of Ontologies	`Ontology` `OWL` `Knowledge Graph`	📺	💻
5	Feb 3	Neo4j Agent Memory	`Agents` `Memory` `LLM`	📺	💻
6	Mar 3	Validating Neo4j Graphs with SHACL	`SHACL` `RDF` `Validation`	📺	💻
7	Apr 7	Agent Skills For Creating and Using Ontologies	`Agents` `Ontology` `Skills` `LLM`	📺	💻
8	May 5	The Graph Behind the Graph: Tracing Ontology Design Decisions	`Agents` `Ontology` `Skills` `LLM`	📺	💻
9	June 2	Shape agent memory with ontologies	`Agents` `Ontology` `Skills` `LLM`	📺
10	July 7	Actionable Knowledge For Agents With Context Graphs	`Agents` `Ontology` `Skills` `LLM`	📺	💻
11	Aug 4	Unwrapping OKF (and Season 3)	`OKF` `Agents` `Ontology` `Skills` `LLM`	📺	💻

SEASON 4

2026 sessions

#	broadcast	title	tags	recording	code
1	Nov 3	Jev, Decision Models and Graphs	`Jev` `Agents` `LLM`	📺	💻
2	Dec 1	tbd		📺	💻

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goingmeta

项目介绍

README 摘要

常见问题

相关仓库

关于

简要分析

语言占比

贡献者

GoingMeta

SEASON 1

2022 sessions

2023 sessions

2024 sessions

SEASON 2

2024 sessions

2025 sessions

SEASON 3

2025 sessions

2026 sessions

SEASON 4

2026 sessions

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