
GraphStuff.FM: The Neo4j Graph Database Developer Podcast
Podcast af Jason Koo, Jennifer Reif, Andreas Kollegger, Alison Cossette
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Læs mere GraphStuff.FM: The Neo4j Graph Database Developer Podcast
New to networks? Looking into links? Realising the relevance of relationships? Welcome to GraphStuff, your one-stop podcast for all things connected. Join your hosts Jennifer Reif, Andreas Kollegger, Alison Cossette, Jason Koo and guests as they dive into the world of graph databases. They’ll cover everything from how they’re constructed and where they’re used; introductory to advanced topics from modeling data to finished applications, highlighting best practices and showcasing tools and open-source projects. With something new and different each week, don’t forget to subscribe to get a head’s up of what we’ll be covering next.
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36 episoder
Topics: * Trends/Events over the year * GQL release https://neo4j.com/blog/cypher-gql-world/ * GraphRAG https://neo4j.com/blog/graphrag-manifesto/ * Memorable events/experiences * NODES 2024, obviously :) https://neo4j.com/nodes2024/agenda/ * GenAI Graph Gathering * AI Eng World Fair * Neo4j product releases? * New Aura console * LLM KG Builder https://neo4j.com/labs/genai-ecosystem/llm-graph-builder/ * Neo Converse https://neo4j.com/labs/genai-ecosystem/neoconverse/ * Neo4j Python Rust extension https://github.com/neo4j/neo4j-python-driver-rust-ext * Neo4j GraphRAG python library https://github.com/neo4j/neo4j-graphrag-python Tools of the Month: * Jason: BAML https://github.com/BoundaryML/baml * Jennifer: Github actions (v3->v4), Spring AI https://spring.io/projects/spring-ai * ABK: Google Notebook LM https://notebooklm.google/ * Alison: ChatGPT Canvas https://openai.com/index/introducing-canvas/, Anthropic Model Context Protocol https://modelcontextprotocol.io/introduction Articles:Get Started With the Neo4j Aura CLI Beta Release * Get Started With the Neo4j Aura CLI Beta Release https://neo4j.com/developer-blog/get-started-with-aura-cli-beta/ * Cypher Gems in Neo4j 5 https://neo4j.com/developer-blog/cypher-gems-in-neo4j-5/ * LangChain-Neo4j Partner Package: Officially Supported GraphRAG https://neo4j.com/developer-blog/langchain-neo4j-partner-package-graphrag/ Videos: * NODES 2024 playlist https://www.youtube.com/playlist?list=PL9Hl4pk2FsvU6t-fXNeQfkpnmgMm4w5h3 [https://www.youtube.com/playlist?list=PL9Hl4pk2FsvU6t-fXNeQfkpnmgMm4w5h3] * Top 5 performing videos: * KG Builder App: https://youtube.com/live/NbyxWAC2TLc [https://youtube.com/live/NbyxWAC2TLc] * Importing CSV Data: https://youtube.com/live/2iYTAgXM_ug [https://youtube.com/live/2iYTAgXM_ug] * Mastering GraphRAG: https://youtube.com/live/cbPII1Pam_M [https://youtube.com/live/cbPII1Pam_M] * Entity Resolution: https://youtube.com/live/GMTY78xqGXQ [https://youtube.com/live/GMTY78xqGXQ] * Personal Knowledge Vault: https://www.youtube.com/watch?v=Q7E97TSmGyI [https://www.youtube.com/watch?v=Q7E97TSmGyI] Events * https://neo4j.com/events/ [https://neo4j.com/events/]

Speaker Resources: * NODES 2024 YouTube playlist: https://www.youtube.com/playlist?list=PL9Hl4pk2FsvU6t-fXNeQfkpnmgMm4w5h3 [https://www.youtube.com/playlist?list=PL9Hl4pk2FsvU6t-fXNeQfkpnmgMm4w5h3] * NODES 2024 agenda webpage: https://neo4j.com/nodes2024/agenda/ [https://neo4j.com/nodes2024/agenda/] * Highlighted sessions: * Building a Perfect Supply Chain Chatbot: https://www.youtube.com/watch?v=ksbfgGYQy5M&list=PL9Hl4pk2FsvU6t-fXNeQfkpnmgMm4w5h3&index=27 [https://www.youtube.com/watch?v=ksbfgGYQy5M&list=PL9Hl4pk2FsvU6t-fXNeQfkpnmgMm4w5h3&index=27] * Fireside Chat 2023 (final): https://www.youtube.com/watch?v=ynTpg5n2PSU&list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&index=91 [https://www.youtube.com/watch?v=ynTpg5n2PSU&list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&index=91] * Fireside Chat 2024(final): https://www.youtube.com/watch?v=5AXFLYz6zug&list=PL9Hl4pk2FsvU6t-fXNeQfkpnmgMm4w5h3&index=6 [https://www.youtube.com/watch?v=5AXFLYz6zug&list=PL9Hl4pk2FsvU6t-fXNeQfkpnmgMm4w5h3&index=6] * Neo4j and Next.js: A Full-Stack Relationship: https://www.youtube.com/watch?v=G9PUAd_roTk&list=PL9Hl4pk2FsvU6t-fXNeQfkpnmgMm4w5h3&index=94&pp=iAQB [https://www.youtube.com/watch?v=G9PUAd_roTk&list=PL9Hl4pk2FsvU6t-fXNeQfkpnmgMm4w5h3&index=94&pp=iAQB] * Neo4j GDS for Snowflake: https://www.youtube.com/watch?v=BiTA9OXHM44&list=PL9Hl4pk2FsvU6t-fXNeQfkpnmgMm4w5h3&index=96&pp=iAQB [https://www.youtube.com/watch?v=BiTA9OXHM44&list=PL9Hl4pk2FsvU6t-fXNeQfkpnmgMm4w5h3&index=96&pp=iAQB] * Demystifying Noe4j With APOC and Java: https://www.youtube.com/watch?v=653ecLaDhA4&list=PL9Hl4pk2FsvU6t-fXNeQfkpnmgMm4w5h3&index=45&pp=iAQB [https://www.youtube.com/watch?v=653ecLaDhA4&list=PL9Hl4pk2FsvU6t-fXNeQfkpnmgMm4w5h3&index=45&pp=iAQB] * Matrix/Neo4j references: * Apoc (character in movie): https://matrix.fandom.com/wiki/Apoc [https://matrix.fandom.com/wiki/Apoc] * Switch (character in movie): https://matrix.fandom.com/wiki/Switch [https://matrix.fandom.com/wiki/Switch] * APOC (Neo4j utility library): https://neo4j.com/labs/apoc/ [https://neo4j.com/labs/apoc/]

Speaker Resources: * Neo4j+Senzing Tutorial: https://neo4j.com/developer-blog/entity-resolved-knowledge-graphs/#neo4j [https://neo4j.com/developer-blog/entity-resolved-knowledge-graphs/#neo4j] * When GraphRAG Goes Bad: A Study in Why you Cannot Afford to Ignore Entity Resolution (Dr. Clair Sullivan): https://www.linkedin.com/pulse/when-graphrag-goesbad-study-why-you-cannot-afford-ignore-sullivan-7ymnc/ [https://www.linkedin.com/pulse/when-graphrag-goesbad-study-why-you-cannot-afford-ignore-sullivan-7ymnc/] * Paco’s NODES 2024 session: https://neo4j.com/nodes2024/agenda/entity-resolved-knowledge-graphs/ [https://neo4j.com/nodes2024/agenda/entity-resolved-knowledge-graphs/] * Graph Power Hour: https://www.youtube.com/playlist?list=PL9-tchmsp1WMnZKYti-tMnt_wyk4nwcbH [https://www.youtube.com/playlist?list=PL9-tchmsp1WMnZKYti-tMnt_wyk4nwcbH] * Tomaz Bratanic on GraphReader: https://towardsdatascience.com/implementing-graphreader-with-neo4j-and-langgraph-e4c73826a8b7 [https://towardsdatascience.com/implementing-graphreader-with-neo4j-and-langgraph-e4c73826a8b7] Tools of the Month: * Neo4j GraphRAG Python package: https://pypi.org/project/neo4j-graphrag/ [https://pypi.org/project/neo4j-graphrag/] * Spring Data Neo4j: https://spring.io/projects/spring-data-neo4j [https://spring.io/projects/spring-data-neo4j] * Entity Linking based on Entity Resolution tutorial: https://github.com/louisguitton/spacy-lancedb-linker [https://github.com/louisguitton/spacy-lancedb-linker] https://github.com/DerwenAI/strwythura [https://github.com/DerwenAI/strwythura] * AskNews (build news datasets) https://asknews.app/ [https://asknews.app/] * The Sentry https://atlas.thesentry.org/azerbaijan-aliyev-empire/ [https://atlas.thesentry.org/azerbaijan-aliyev-empire/] Announcements / News: * Articles: * GraphRAG – The Card Game https://neo4j.com/developer-blog/graphrag-card-game/ [https://neo4j.com/developer-blog/graphrag-card-game/] * Turn Your CSVs Into Graphs Using LLMs https://neo4j.com/developer-blog/csv-into-graph-using-llm/ [https://neo4j.com/developer-blog/csv-into-graph-using-llm/] * Detecting Bank Fraud With Neo4j: The Power of Graph Databases https://neo4j.com/developer-blog/detect-bank-fraud-neo4j-graph-database/ [https://neo4j.com/developer-blog/detect-bank-fraud-neo4j-graph-database/] * Cypher Performance Improvements in Neo4j 5 https://neo4j.com/developer-blog/cypher-performance-neo4j-5/ [https://neo4j.com/developer-blog/cypher-performance-neo4j-5/] * New GraphAcademy Course: Building Knowledge Graphs With LLMs https://neo4j.com/developer-blog/new-building-knowledge-graphs-llms/ [https://neo4j.com/developer-blog/new-building-knowledge-graphs-llms/] * Efficiently Monitor Neo4j and Identify Problematic Queries https://neo4j.com/developer-blog/monitor-and-id-problem-queries/ [https://neo4j.com/developer-blog/monitor-and-id-problem-queries/] * Videos: * NODES 2023 playlist https://youtube.com/playlist?list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&si=8_0sYVRYz8CqqdIc [https://youtube.com/playlist?list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&si=8_0sYVRYz8CqqdIc] * Events * All Neo4j events: https://neo4j.com/events/ [https://neo4j.com/events/] * (Nov 5) Conference (virtual): XtremeJ https://xtremej.dev/2024/schedule/ [https://xtremej.dev/2024/schedule/] * (Nov 7) Conference (virtual): NODES 2024 https://dev.neo4j.com/nodes24 [https://dev.neo4j.com/nodes24] * (Nov 8) Conference (Austin, TX, USA): MLOps World https://mlopsworld.com/ [https://mlopsworld.com/] * (Nov 12) Conference (Baltimore, MD, USA): ISWC https://iswc2024.semanticweb.org/event/3715c6fc-e2d7-47eb-8c01-5fe4ac589a52/summary [https://iswc2024.semanticweb.org/event/3715c6fc-e2d7-47eb-8c01-5fe4ac589a52/summary] * (Nov 13) Meetup (Seattle, WA, USA): Puget Sound Programming Python (PuPPY) - Talk night Rover https://www.meetup.com/psppython/events/303896335/?eventOrigin=group_events_list [https://www.meetup.com/psppython/events/303896335/?eventOrigin=group_events_list] * (Nov 14) Meetup (Seattle, WA, USA): AI Workflow Essentials (with Pinecone, Neo4J, Boundary, Union) https://lu.ma/75nv6dd3 [https://lu.ma/75nv6dd3] * (Nov 14) Conference (Reston, VA, USA): Senzing User Conference https://senzing.com/senzing-event-calendar/ [https://senzing.com/senzing-event-calendar/] * (Nov 18) Meetup (Cleveland, OH, USA): Cleveland Big Data mega-meetup https://www.meetup.com/Cleveland-Hadoop/ [https://www.meetup.com/Cleveland-Hadoop/] * (Nov 19) Chicago Java User Group (Chicago, IL, USA): https://cjug.org/cjug-meeting-intro/#/ [https://cjug.org/cjug-meeting-intro/#/] * (Dec 3) Conference (London, UK): Linkurious Days https://resources.linkurious.com/linkurious-days-london [https://resources.linkurious.com/linkurious-days-london] * (Dec 10) Meetup (London, UK): ESR meetup in London by Neural Alpha * (Dec 11-13) Conference (London, UK): Connected Data London https://2024.connected-data.london/ [https://2024.connected-data.london/]

Speaker Resources: * Mod: https://mod.studio/rd/grapho/ [https://mod.studio/rd/grapho/] * Michela's NODES 2024 session: https://neo4j.com/nodes2024/agenda/spatial-graph-visualisation-and-storytelling-with-grapho-xr/ [https://neo4j.com/nodes2024/agenda/spatial-graph-visualisation-and-storytelling-with-grapho-xr/] * NeoDash: https://neo4j.com/labs/neodash/ [https://neo4j.com/labs/neodash/] Tools of the Month: * Google Notebook LM: https://notebooklm.google/ [https://notebooklm.google/] * HeyGen (AI Digital Avatar): https://www.heygen.com [https://www.heygen.com] * IntelliJ IDEA (IDE for Java development) https://www.jetbrains.com/idea/ [https://www.jetbrains.com/idea/] Announcements / News: * Articles: * Querying Your Neo4j Aura Database Via HTTPS (Again) https://neo4j.com/developer-blog/query-api-neo4j-aura-https/ [https://neo4j.com/developer-blog/query-api-neo4j-aura-https/] * Neo4j Python Driver 10x Faster With Rust https://neo4j.com/developer-blog/python-driver-10x-faster-with-rust/ [https://neo4j.com/developer-blog/python-driver-10x-faster-with-rust/] * Hybrid Retrieval for GraphRAG Applications Using the Neo4j GraphRAG Package for Python https://neo4j.com/developer-blog/hybrid-retrieval-neo4j-graphrag-package/ [https://neo4j.com/developer-blog/hybrid-retrieval-neo4j-graphrag-package/] * Vectors and Graphs: Better Together https://neo4j.com/developer-blog/vectors-graphs-better-together/ [https://neo4j.com/developer-blog/vectors-graphs-better-together/] * Knowledge Graphs and LLMs: Fine-Tuning vs. Retrieval-Augmented Generation https://neo4j.com/developer-blog/fine-tuning-vs-rag/ [https://neo4j.com/developer-blog/fine-tuning-vs-rag/] * Building a Movie Recommendation System With Neo4j https://neo4j.com/developer-blog/movie-recommendation-with-neo4j/ [https://neo4j.com/developer-blog/movie-recommendation-with-neo4j/] * GraphRAG Field Guide: Navigating the World of Advanced RAG Patterns https://neo4j.com/developer-blog/graphrag-field-guide-rag-patterns/ [https://neo4j.com/developer-blog/graphrag-field-guide-rag-patterns/] * Spreading the Savings Like Mayo: How Knowledge Graphs Can Transform Invoice Data and Lower Costs https://neo4j.com/developer-blog/spread-savings-like-mayo-knowledge-graphs/ [https://neo4j.com/developer-blog/spread-savings-like-mayo-knowledge-graphs/] * Neo4j Takes the Lead: Transforming Graph Database Management With Cypher API Versioning and Database Calendar Versioning https://neo4j.com/developer-blog/neo4j-graph-database-versioning/ [https://neo4j.com/developer-blog/neo4j-graph-database-versioning/] * Modeling Data From the Titanic https://neo4j.com/developer-blog/titanic-data-modeling/ [https://neo4j.com/developer-blog/titanic-data-modeling/] * Making Relations on the Titanic https://neo4j.com/developer-blog/titanic-relationships/ [https://neo4j.com/developer-blog/titanic-relationships/] * Enhancing Hybrid Retrieval With Graph Traversal Using the Neo4j GraphRAG Package for Python https://neo4j.com/developer-blog/enhance-hybrid-retrieval-neo4j-graphrag-package/ [https://neo4j.com/developer-blog/enhance-hybrid-retrieval-neo4j-graphrag-package/] * Building a GraphRAG Agent With Neo4j and Milvus https://neo4j.com/developer-blog/graphrag-agent-neo4j-milvus/ [https://neo4j.com/developer-blog/graphrag-agent-neo4j-milvus/] * Videos: * NODES 2023 playlist https://youtube.com/playlist?list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&si=8_0sYVRYz8CqqdIc [https://youtube.com/playlist?list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&si=8_0sYVRYz8CqqdIc] * Events * All Neo4j events: https://neo4j.com/events/ [https://neo4j.com/events/] * (Oct 1) Conference (Denver, CO, USA): Dev2next https://www.dev2next.com/ [https://www.dev2next.com/] * (Oct 14-20) Conference (Sydney, Australia): South by Southwest Sydney https://www.sxswsydney.com/ [https://www.sxswsydney.com/] * (Oct 16) Conference (London, GB, UK): GraphSummit Europe https://neo4j.com/graphsummit/europe16-17/ [https://neo4j.com/graphsummit/europe16-17/] * (Oct 21-25) Conference (San Diego, CA, USA): San Diego Startup Week https://startupsd.org/san-diego-startup-week/ [https://startupsd.org/san-diego-startup-week/] * (Oct 22) Meetup (New York City, NY, USA): NYJavaSIG https://www.meetup.com/javasig/ [https://www.meetup.com/javasig/]

Speaker Resources: * Eastridge Analytics: https://www.eastridge-analytics.com/ [https://www.eastridge-analytics.com/] * Graph Data Science with Python and Neo4j book: https://a.co/d/hkfkxPr [https://a.co/d/hkfkxPr] * LinkedIn profile: https://www.linkedin.com/in/timeastridge/ [https://www.linkedin.com/in/timeastridge/] * NODES 2024 (look for more info on Tim's talk soon!): https://dev.neo4j.com/nodes24 [https://dev.neo4j.com/nodes24] * Neo4j GraphAcademy: https://graphacademy.neo4j.com/ [https://graphacademy.neo4j.com/] * Graph Algorithms for Data Science (Tomaž Bratanic): https://a.co/d/7WhibUk [https://a.co/d/7WhibUk] Tools of the Month: * Jennifer: VS Code https://code.visualstudio.com/ [https://code.visualstudio.com/] * Jason: Cursor AI https://www.cursor.com/ [https://www.cursor.com/] * Tim: Neo4j LLM Graph Builder https://neo4j.com/labs/genai-ecosystem/llm-graph-builder/ [https://neo4j.com/labs/genai-ecosystem/llm-graph-builder/] Announcements / News: * Articles: * Graph Databases Offer a Deeper Understanding of Organizational Risk https://neo4j.com/developer-blog/graph-database-organizational-risk/ [https://neo4j.com/developer-blog/graph-database-organizational-risk/] * Using Embeddings to Represent String Edit Distance in Neo4j https://neo4j.com/developer-blog/embeddings-string-edit-distance/ [https://neo4j.com/developer-blog/embeddings-string-edit-distance/] * Build a Knowledge Graph-based Agent with Llama 3.1, NVIDIA NIM, and LangChain https://neo4j.com/developer-blog/knowledge-graph-llama-nvidia-langchain/ [https://neo4j.com/developer-blog/knowledge-graph-llama-nvidia-langchain/] * Entity Linking and Relationship Extraction With Relik in LlamaIndex https://neo4j.com/developer-blog/entity-linking-relationship-extraction-relik-llamaindex/ [https://neo4j.com/developer-blog/entity-linking-relationship-extraction-relik-llamaindex/] * Integrating Microsoft GraphRAG into Neo4j https://neo4j.com/developer-blog/microsoft-graphrag-neo4j/ [https://neo4j.com/developer-blog/microsoft-graphrag-neo4j/] * Ingesting Documents Simultaneously to Neo4j & Milvus https://neo4j.com/developer-blog/ingest-documents-neo4j-milvus/ [https://neo4j.com/developer-blog/ingest-documents-neo4j-milvus/] * Enriching Vector Search With Graph Traversal Using the Neo4j GenAI Package https://neo4j.com/developer-blog/graph-traversal-neo4j-genai-package/ [https://neo4j.com/developer-blog/graph-traversal-neo4j-genai-package/] * Create a Neo4j GraphRAG Workflow Using LangChain and LangGraph https://neo4j.com/developer-blog/neo4j-graphrag-workflow-langchain-langgraph/ [https://neo4j.com/developer-blog/neo4j-graphrag-workflow-langchain-langgraph/] * Introducing Concurrent Writes to Cypher Subqueries https://neo4j.com/developer-blog/concurrent-writes-cypher-subqueries/ [https://neo4j.com/developer-blog/concurrent-writes-cypher-subqueries/] * Running Neo4j on a Commodore 64 https://neo4j.com/developer-blog/neo4j-commodore-64/ [https://neo4j.com/developer-blog/neo4j-commodore-64/] * Change Data Capture and Neo4j Connector for Confluent and Apache Kafka Go GA https://neo4j.com/developer-blog/change-data-capture-cdc-ga/ [https://neo4j.com/developer-blog/change-data-capture-cdc-ga/] * Videos: * NODES 2023 playlist https://youtube.com/playlist?list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&si=8_0sYVRYz8CqqdIc [https://youtube.com/playlist?list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&si=8_0sYVRYz8CqqdIc] * Events * All Neo4j events: https://neo4j.com/events/ [https://neo4j.com/events/] * (Sep 9) Conference (San Francisco, CA, USA): Pre-AI Conference Hack Day: https://lu.ma/bsype6t6?tk=1dgMCa [https://lu.ma/bsype6t6?tk=1dgMCa] * (Sep 9-11) Conference (San Francisco, CA, USA): AI Conference: https://aiconference.com/ [https://aiconference.com/] * (Sep 10) Meetup (San Francisco, CA, USA): AI Tools HackNight: https://lu.ma/ozt7jtq5 [https://lu.ma/ozt7jtq5] * (Sep 12) Meetup (San Jose, CA, USA): AI & Tech Talks: https://lu.ma/jjgnoqik?tk=sMOLyE [https://lu.ma/jjgnoqik?tk=sMOLyE] * (Sep 24-26) Conference (Dallas, TX, USA): JConf https://2024.jconf.dev/ [https://2024.jconf.dev/] * (Sep 30-Oct 3) Conference (Denver, CO, USA): dev2next https://www.dev2next.com/ [https://www.dev2next.com/] * (Oct - TBD) Meetup (Charlotte, NC, USA): Data Science Meetup https://www.meetup.com/Data-Science-Charlotte/ [https://www.meetup.com/Data-Science-Charlotte/]

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