GraphStuff.FM: The Neo4j Graph Database Developer Podcast: Recent Episodes

William Lyon, Lju Lazarevic

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 William Lyon and Lju Lazarevic 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; deep dives to modelling, from first concepts to finished application, from graph-shaped problems, to best-practice graphs.

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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Speaker Resources:

  • Mod: https://mod.studio/rd/grapho/
  • NeoDash: https://neo4j.com/labs/neodash/

Tools of the Month:

  • Google Notebook LM: https://notebooklm.google/
  • HeyGen (AI Digital Avatar): https://www.heygen.com
  • IntelliJ IDEA (IDE for Java development) 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/
    • Neo4j 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/
    • Vectors and 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/
    • Building a Movie Recommendation System 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/
    • 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/
    • 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/
    • Modeling Data From the Titanic https://neo4j.com/developer-blog/titanic-data-modeling/
    • Making Relations on the Titanic 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/
    • Building a GraphRAG Agent With Neo4j and Milvus https://neo4j.com/developer-blog/graphrag-agent-neo4j-milvus/
  • Videos:
    • NODES 2023 playlist https://youtube.com/playlist?list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&si=8_0sYVRYz8CqqdIc
  • Events
    • All Neo4j events: https://neo4j.com/events/
    • (Oct 1) Conference (Denver, CO, USA): Dev2next https://www.dev2next.com/
    • (Oct 14-20) Conference (Sydney, Australia): South by Southwest Sydney https://www.sxswsydney.com/
    • (Oct 16) Conference (London, GB, UK): GraphSummit Europe 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/
    • (Oct 22) Meetup (New York City, NY, USA): NYJavaSIG https://www.meetup.com/javasig/

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Speaker Resources:

  • Eastridge Analytics: https://www.eastridge-analytics.com/
  • Graph Data Science with Python and Neo4j book: https://a.co/d/hkfkxPr
  • LinkedIn profile: https://www.linkedin.com/in/timeastridge/
  • NODES 2024 (look for more info on Tim's talk soon!): https://dev.neo4j.com/nodes24
  • Neo4j GraphAcademy: https://graphacademy.neo4j.com/
  • Graph Algorithms for Data Science (Tomaž Bratanic): https://a.co/d/7WhibUk

Tools of the Month:

  • Jennifer: VS Code https://code.visualstudio.com/
  • Jason: Cursor AI https://www.cursor.com/
  • Tim: Neo4j 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/
    • Using Embeddings to Represent String Edit Distance in Neo4j 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/
    • Entity Linking and Relationship Extraction With Relik in 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/
    • Ingesting Documents Simultaneously to 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/
    • Create a Neo4j GraphRAG Workflow Using LangChain and 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/
    • Running Neo4j on a 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/
  • Videos:
    • NODES 2023 playlist https://youtube.com/playlist?list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&si=8_0sYVRYz8CqqdIc
  • Events
    • All Neo4j events: https://neo4j.com/events/
    • (Sep 9) Conference (San Francisco, CA, USA): Pre-AI Conference Hack Day: https://lu.ma/bsype6t6?tk=1dgMCa
    • (Sep 9-11) Conference (San Francisco, CA, USA): AI Conference: https://aiconference.com/
    • (Sep 10) Meetup (San Francisco, CA, USA): AI Tools HackNight: https://lu.ma/ozt7jtq5
    • (Sep 12) Meetup (San Jose, CA, USA): AI & Tech Talks: https://lu.ma/jjgnoqik?tk=sMOLyE
    • (Sep 24-26) Conference (Dallas, TX, USA): JConf https://2024.jconf.dev/
    • (Sep 30-Oct 3) Conference (Denver, CO, USA): dev2next https://www.dev2next.com/
    • (Oct - TBD) Meetup (Charlotte, NC, USA): Data Science Meetup https://www.meetup.com/Data-Science-Charlotte/

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Speaker Resources:

  • Ashleigh’s YT Channel: https://www.youtube.com/@AshleighFaith

Tools of the Month:

  • Abk: Any Airline using Windows 3.1 😆
  • Ashleigh: Zentity: https://zentity.io/
  • Jason: Cypher Co-pilot: https://neo4j.com/developer-blog/cypher-co-pilot/
  • Alison: System https://www.system.com

Announcements / News:

  • Articles:
    • Turning Your Tabular Data Into a Graph Using Cypher https://neo4j.com/developer-blog/scoobygraph-1/
    • Typing the Neo4j Query API https://neo4j.com/developer-blog/neo4j-query-api/
    • Empowering Open-Source Cyber Threat Intelligence Analysis With Graph Visualization https://neo4j.com/developer-blog/cyber-threat-intelligence-analysis/
    • The Neo4j GenAI Package for Python https://neo4j.com/developer-blog/neo4j-genai-package-python/
    • Integrating unstructed.io with Neo4j AuraDB to Build a Document Knowledge Graph https://neo4j.com/developer-blog/document-knowledge-graph-unstructuredio/
    • Creating a Graph of Chemical Reactions https://neo4j.com/developer-blog/chemical-reactions-graph/
    • Introducing Your New Cypher Co-Pilot https://neo4j.com/developer-blog/cypher-co-pilot/
    • Implementing 'From Local to Gloabl' GraphRAG with Neo4j and LangChain: Constructing the Graph https://neo4j.com/developer-blog/global-graphrag-neo4j-langchain/
    • Graph App Restrictions on Neo4j Descktop 1.6.0 https://neo4j.com/developer-blog/neo4j-desktop-graph-app-restrictions/
    • GraphRAG in (Almost) Pure Cypher https://neo4j.com/developer-blog/graphrag-pure-cypher/
  • Videos:
    • NODES 2023 playlist https://youtube.com/playlist?list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&si=8_0sYVRYz8CqqdIc
  • Events
    • (Aug 6) Livestream (virtual) Graph-Powered Code Debugging with GenAI https://www.youtube.com/live/o2eQ6GBecgg
    • (Aug 7) Workshop (Melbourne, Australia) https://go.neo4j.com/LE240808Neo4jandGCPGenerativeAIWorkshop-Melbourne_Registration.html
    • (Aug 14) Webinar (virtual) How a Property Graph Database Accelerates GenAI App Development https://go.neo4j.com/WBR-240815--Graph-Data-Model_Registration.html
    • (Aug 15) Webinar (virtual) How a Property Graph Database Accelerates GenAI App Development https://go.neo4j.com/WBR-240815-Graph-Data-Model-EMEA_Registration.html
    • (Aug 15) Conference (São Paulo, Brazil) AWS Summit https://neo4j.com/event/aws-summit-sao-paulo/
    • (Aug 15) Meetup (Sunnyvale, California, USA) Build and Deploy GenAI RAG Applications and AI Agents using Google Cloud https://lu.ma/6cdht2un
    • (Aug 20) Meetup (London, UK) Swifty GenAI - Chatting with Taylor Swift Lyrics https://www.meetup.com/graphdb-uk/events/302055475/
    • (Aug 21) Conference (Canberra, Australia) Government GraphTalk https://go.neo4j.com/LE240822GovernmentGraphTalkCanberra_Registration.html
    • (Aug 22) Workshop (Bengaluru, India) Neo4j and GCP Generative AI https://go.neo4j.com/LE240823Neo4jandGCPGenerativeAIWorkshop-BLR_Registration.html
    • (Aug 26) Webinar (virtual) Explainable AI with Knowledge Graphs and RAG - Asia Pacific https://go.neo4j.com/WBR-240827--Neo4j-Graph-Rag---Asia-Pacific_Registration.html
    • (Aug 27) Webinar (virtual) Explainable AI with Knowledge Graphs and RAG - Europe https://go.neo4j.com/WBR-240827-Neo4j-Graph-Rag-EMEA_Registration.html
    • (Aug 27) Webinar (virtual) Explainable AI with Knowledge Graphs and RAG https://go.neo4j.com/WBR-240827-Neo4j-Graph-Rag_Registration.html
    • (Aug 27) Meetup (Washington, DC, USA) LLMs, Vectors, Graph Databases and RAG in the Cloud https://lu.ma/mctijpjm
    • (Sept 10) Meetup (San Francisco, CA, USA) AI Tools HackNight at Github https://lu.ma/ozt7jtq5
    • (Oct 23-24) Conference (Bengaluru, India) Open Source India https://www.opensourceindia.in/
    • (Nov 7) Conference (virtual) Nodes 2024 https://neo4j.registration.goldcast.io/events/03805ea9-fe3a-4cac-8c15-aa622666531a
    • (Dec 11-13) Conference (London, UK) Connected Data London https://www.connected-data.london/

View Details

Speaker Resources:

  • Testcontainers https://testcontainers.com/
  • NODES 2024 https://dev.neo4j.com/nodes24

Tools of the Month:

  • Neo4j Kubernetes documentation https://neo4j.com/docs/operations-manual/current/kubernetes/
  • ragas framework https://ragas.io/
  • Haiper.ai https://haiper.ai/home (Neo4j GenAI Package + DreamStudio.ai)

Announcements / News:

  • Neo4j GenAI Ecosystem Tools https://neo4j.com/labs/genai-ecosystem/
    • Neo4j Knowledge Graph Builder https://neo4j.com/labs/genai-ecosystem/llm-graph-builder/
    • Neoconverse (text-to-cypher) https://neo4j.com/labs/genai-ecosystem/neoconverse/
    • LLM framework integrations: LlamaIndex, LangChain, Spring AI, Haystack, Langchain4j, Semantik Kernel, DSPy
  • Project Runway
    • Repository https://github.com/a-s-g93/neo4j-runway

Articles:

  • GenAI Starter Kit: Everything You Need to Build an Application with Spring AI in Java https://neo4j.com/developer-blog/genai-starter-kit-spring-java/
  • Knowledge Graph vs. Vector RAG: Benchmarking, Optimization Levers, and a Financial Analysis Example https://neo4j.com/developer-blog/knowledge-graph-vs-vector-rag/
  • From Ancient Epic to Modern Marvel: Demystifying the Mahabharata Chatbot with GraphRAG (Part 3) https://neo4j.com/developer-blog/mahabharata-epic-graph-database-3/
  • Unleashing the Power of NLP with LlamaIndex and Neo4j https://neo4j.com/developer-blog/nlp-llamaindex-neo4j/
  • Rags to Reqs: Making ASVS Accessible Through the Power of Graphs and Chatbots https://neo4j.com/developer-blog/asvs-security-graph-chatbot/
  • Data Exploration With the Neo4j Runway Python Library https://neo4j.com/developer-blog/neo4j-runway-python-exploration/
  • Easy Data Ingestion With Neo4j Runway and arrows.app https://neo4j.com/developer-blog/neo4j-runway-python-ingestion/
  • A Tale of LLMs and Graphs: The GenAI Graph Gathering https://neo4j.com/developer-blog/genai-graph-gathering/
  • Get Started With GraphRAG: Neo4j’s Ecosystem Tools https://neo4j.com/developer-blog/graphrag-ecosystem-tools/
  • LLM Knowledge Graph Builder: From Zero to GraphRAG in Five Minutes https://neo4j.com/developer-blog/graphrag-llm-knowledge-graph-builder/
  • A Brief History of SQL and the Rise of Graph Queries https://neo4j.com/developer-blog/gql-sql-history/
  • Customizing Property Graph Index in LlamaIndex https://neo4j.com/developer-blog/property-graph-index-llamaindex/
  • Graph Exploration By All MEANS With mongo2neo4j and SemSpect https://neo4j.com/developer-blog/mean-stack-mongo2neo4j-semspect/
  • Mix and Batch: A Technique for Fast, Parallel Relationship Loading in Neo4j https://neo4j.com/developer-blog/mix-and-batch-relationship-load/

Videos:

  • NODES 2023 playlist https://youtube.com/playlist?list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&si=8_0sYVRYz8CqqdIc

Events:

  • (Jul 4) Livestream (virtual): GraphAcademy Live: Cypher Fundamentals https://www.youtube.com/@neo4j/live
  • (Jul 8) Workshop (Bengaluru, India): Neo4j and GCP Generative AI Workshop
  • (Jul 9) GenAI + Graph Meetup (Osaka, Japan) https://jp-neo4j-usersgroup.connpass.com/event/322658/
  • (Jul 17-19) Conference (Berlin, Germany): WeAreDevelopers World Congress 2024 https://www.wearedevelopers.com/world-congress
  • (Jul 18) Meetup (Berlin, Germany): Ollama & Friends Coming to AI Tinkerers Berlin https://berlin.aitinkerers.org/p/ollama-friends-coming-to-ai-tinkerers-berlin
  • (Jul 19) Meetup (Bengaluru, India): Graphing the Future: How Generative AI, RAGs and Knowledge Graphs are Shaping AI https://www.meetup.com/graph-database-bengaluru/events/301273119/?isFirstPublish=true
  • (Jul 28-30) Conference (Sydney, Australia): Gartner Data & Analytics Summit Sydney https://neo4j.com/event/gartner-data-analytics-summit-sydney-2/
  • (Jul 28 - Aug 2) Conference (Wisconsin Dells, Wisconsin, USA): THAT Conference https://thatconference.com/activities/4AlNeqK2OogWQFdhkfuc
  • (Jul 31) Meetup (Richmond, Virginia, USA): Connecting the future: Integrating Neo4j with GenAI, LLMs and RAGs https://www.meetup.com/graphdb-melbourne/events/301618964/?isFirstPublish=true
  • (Jul 31) Meetup (Sydney, Australia): Decoding the Generative AI Landscape: A Deep Dive into RAGs and Graphs https://www.meetup.com/graphdb-sydney/events/301635885/?isFirstPublish=true

View Details

Speaker Resources:

  • Diffbot https://www.diffbot.com/
  • Tomaz Bratanic’s Medium blog: https://bratanic-tomaz.medium.com/
  • What is DSP/DSPy? https://github.com/stanfordnlp/dspy

Tools of the Month:

  • cypher-shell command line tool https://neo4j.com/docs/operations-manual/current/tools/cypher-shell/
  • Langchain/Diffbot graph transformer https://python.langchain.com/v0.1/docs/integrations/graphs/diffbot/
  • st-cytoscape https://github.com/vivien000/st-cytoscape

Announcements / News:

  • NODES 2024 CfP resources:
    • GraphStuff episode https://graphstuff.fm/episodes/navigating-a-technical-conference-talk-from-submission-to-delivery
    • NODES submission tips: https://neo4j.com/blog/nodes-talk-submission-tips/
    • How to Submit a Technical Presentation https://jmhreif.com/blog/nodes-2024-cfp/

Articles:

  • Topic Extraction with Neo4j GDS for Better Semantic Search in RAG applications https://neo4j.com/developer-blog/topic-extraction-semantic-search-rag/
  • Using LlamaParse to Create Knowledge Graphs from Documents https://neo4j.com/developer-blog/llamaparse-knowledge-graph-documents/
  • Going Meta: Wrapping Up GraphRAG, Vectors, and Knowledge Graphs https://neo4j.com/developer-blog/going-meta-knowledge-graph-rag-vector/
  • Unveiling the Mahabharata’s Web: Analyzing Epic Relationships with Neo4j Graph Database (Part 1) https://neo4j.com/developer-blog/mahabharata-epic-graph-database-1/
  • Bringing the Mahabharata Epic to Life: A Neo4j-Powered Chatbot with Google Gemini (Part 2) https://neo4j.com/developer-blog/mahabharata-epic-graph-database-2/

Videos:

  • NODES 2023 playlist https://youtube.com/playlist?list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&si=8_0sYVRYz8CqqdIc

Events:

  • (Jun 4) Meetup (virtual): Tuesday Tech Talks: Graph Based RAG w/ Demo https://lu.ma/tys2a4zt?tk=ax2gtz
  • (Jun 4) Workshop (virtual): Discover Neo4j Aura: The Future of Graph Database-as-a-Service https://go.neo4j.com/DE-240604-Discover-Aura-Workshop_Registration.html
  • (Jun 5) Conference (Paris, France): GraphSummit Paris https://neo4j.com/graphsummit/paris24/
  • (Jun 5) Workshop (Sydney, Australia): Neo4j and GCP Generative AI Workshop https://go.neo4j.com/LE240606Neo4jandGCPGenerativeAIWorkshop-Sydney_Registration.html
  • (Jun 7) Conference (Athens, Greece): Generative AI for Front-end Developers https://athens.cityjsconf.org/talk/3b9XHj1HBahP8KJ13uWVui
  • (Jun 10) Conference (San Francisco, California, USA): Data & AI Summit https://neo4j.com/event/data-ai-summit-2/
  • (Jun 11) Meetup (San Francisco, California, USA): HackNight at GitHub with Graphs and Vectors https://www.meetup.com/graphdb-sf/events/301026060/?isFirstPublish=true
  • (Jun 10) Workshop (Jakarta, Indonesia): Neo4j and GCP Generative AI Workshop https://go.neo4j.com/LE240423Neo4jandGCPGenerativeAIWorkshopJakarta_Registration.html
  • (Jun 11) Conference (Oslo, Norway): NDC Oslo - Beyond Vectors: Evolving GenAI through Transformative Tools and Methods https://ndcoslo.com/agenda/beyond-vectors-evolving-genai-through-transformative-tools-and-methods-0x1u/011ha54g6jp
  • (Jun 12) Conference (Munich, Germany): GraphTalk: Pharma https://go.neo4j.com/LE240612GraphTalkPharmaMunich_Registration.html
  • (Jun 12) Conference (Frankfurt, Germany): Google Summit https://cloudonair.withgoogle.com/events/summit-mitte-2024
  • (Jun 12) Livestream (virtual+München, Germany): LifeScience Hybrid Event 2024 https://go.neo4j.com/LE240612LifeScienceWorkshop2024_01Registration.html
  • (Jun 12) Meetup (Brisbane, Australia): Graph Database Brisbane https://www.meetup.com/graph-database-brisbane/events/300367474/?isFirstPublish=true
  • (Jun 12) Meetup (San Francisco, California, USA): Introduction to RAG https://lu.ma/u4uhtfqz
  • (Jun 18) Meetup (London, UK): ISO GQL - The ISO Standard for Graph Has Arrived https://www.meetup.com/graphdb-uk/events/300712991/
  • (Jun 20) Meetup (Stuttgart, Germany): Uniting Large Language Models and Knowledge Graphs https://neo4j.com/event/genai-breakfast-session-stuttgart-uniting-large-language-models-and-knowledge-graphs/
  • (Jun 20) Meetup (Reston, Virginia, USA): LLMs, Vectors, Graph Databases and RAG in the Cloud https://lu.ma/mctijpjm
  • (Jun 25) Conference (San Francisco, California, USA): AI Engineer World’s Fair https://www.ai.engineer/worldsfair
  • (Jun 26) Conference (virtual): Neo4j Connections GenAI https://neo4j.com/connections/go-from-genai-pilot-to-production-faster-with-a-knowledge-graph-june-26/
  • (Jun 27) Conference (Kansas City, Missouri, USA): KCDC 2024 https://www.kcdc.info/
  • (Jun 26) Conference (virtual): Neo4j Connections GenAI (Asia Pacific) https://neo4j.com/connections/go-from-genai-pilot-to-production-faster-with-a-knowledge-graph-asia-pacific-june-27/

View Details

Tools of the Month:

  • Descript https://www.descript.com/
  • LLM Graph Builder by Neo4j https://neo4j.com/labs/genai-ecosystem/llm-graph-builder/
  • LangSmith https://www.langchain.com/langsmith
  • Obsidian https://obsidian.md/

Announcements / News:

  • NODES 2024: Submit Your Talk https://neo4j.com/blog/nodes-by-neo4j/
  • ISO GQL Standard:
    • Press release: https://neo4j.com/press-releases/gql-standard/
    • Blog post: https://neo4j.com/blog/gql-international-standard/
    • Blog post: https://neo4j.com/blog/cypher-path-gql/

Articles:

  • Enhancing RAG with Neo4j Cypher and Vector Templates Using LangChain Agents https://neo4j.com/developer-blog/rag-cypher-vector-templates-langchain-agent/
  • Graph Data Models for RAG Applications https://neo4j.com/developer-blog/graph-data-models-rag-applications/
  • Maximizing Your Neo4j Project’s Potential: An In-depth Guide to Solution Assessment https://neo4j.com/developer-blog/neo4j-project-solution-assessment-guide/
  • LangChain Library Adds Full Support for Neo4j Vector Index https://neo4j.com/developer-blog/langchain-library-full-support-neo4j-vector-index/
  • Constructing Knowledge Graphs From Unstructured Text Using LLMs https://neo4j.com/developer-blog/construct-knowledge-graphs-unstructured-text/
  • Entity Resolved Knowledge Graphs: A Tutorial https://neo4j.com/developer-blog/entity-resolved-knowledge-graphs/
  • The Future of Knowledge Graph: Will Structured and Semantic Search Become One? https://neo4j.com/developer-blog/knowledge-graph-structured-semantic-search/
  • Building RAG Applications With the Neo4j GenAI Stack: A Comprehensive Guide https://neo4j.com/developer-blog/rag-genai-stack-guide/
  • Adding Retrieval-Augmented Generation (RAG) to Your GraphQL API https://neo4j.com/developer-blog/rag-graphql-api/

Videos:

  • NODES 2023 playlist https://youtube.com/playlist?list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&si=8_0sYVRYz8CqqdIc

Events:

  • (May 1) Fireside chat (virtual): Advanced RAG Techniques with Graph Databases for LLMs https://www.eventbrite.com/e/advanced-rag-techniques-with-graph-databases-for-llms-jason-koo-neo4j-tickets-878275013207
  • (May 2) Hands-On Lab (Herndon, VA, USA): AWS and Neo4j Generative AI https://go.neo4j.com/LE-240502-AWS-GenAI-Workshop-Herndon_Registration.html
  • (May 2) YT series (virtual): Knowledge Graph Builder App https://youtube.com/live/NbyxWAC2TLc
  • (May 5) Conference (New York City, NY, USA): The Knowledge Graph Conference https://go.neo4j.com/TS-240506-The-Knowledge-Graph-Conference_Registration-Page.html
  • (May 6) Conference (Singapore): AWS Summit 2024 https://neo4j.com/event/aws-summit-2024-singapore/
  • (May 7) Meetup (virtual): Knowledge Graph-Based Chatbot https://www.meetup.com/nycneo4j/events/299160585/
  • (May 7) Conference (virtual): WeAreDevelopers - Security Day https://www.wearedevelopers.com/event/security-day-may-2024
  • (May 8) Webinar (virtual): Unveiling the Power of Knowledge Graphs and AWS Bedrock in Advancing Generative AI https://go.neo4j.com/WBR240508AWSBedrock_Registration.html
  • (May 8) Meetup (Sydney, Australia): Graph Database Sydney Meetup https://www.meetup.com/graphdb-sydney/events/300446306/?isFirstPublish=true
  • (May 9) Webinar (virtual): Building Powerful Fraud Detection Applications with Neo4j https://go.neo4j.com/WBR-240509-Fraud-Detection_Registration.html
  • (May 11) Meetup (Bangalore, India): GenAI Meetup: Deep diving into RAG & Multi agent framework https://www.meetup.com/graph-database-bengaluru/events/300324064/?isFirstPublish=true
  • (May 12) Conference (London, UK): Gartner Data & Analytics Summit https://www.gartner.com/en/conferences/emea/data-analytics-uk
  • (May 13) Conference (Milan, Italy): GraphSummit Milan https://neo4j.com/graphsummit/milan24/
  • (May 14) Hands-On Lab (Santa Monica, CA, USA): GenAI Hands-On Lab with AWS & Deloitte https://go.neo4j.com/LE-240514-AWS-Bedrock-Workshop-Santa-Monica_Registration.html
  • (May 14) Conference (Kraków, Poland): Geecon 2024 https://2024.geecon.org/speakers/info.html?id=900
  • (May 14) Conference (Bengaluru, India): AWS Summit https://neo4j.com/event/aws-summit-2024-bengaluru/
  • (May 15) Conference (Berlin, Germany): AWS Summit Berlin https://pages.awscloud.com/aws-summit-berlin-2024-registration.html?Languages=German
  • (May 15) Conference (Sydney, Australia): Google Cloud Summit https://neo4j.com/event/google-cloud-summit-sydney/
  • (May 15) Hands-On Lab (Palo Alto, CA, USA): GenAI Hands-On Lab with AWS & Deloitte https://go.neo4j.com/LE-240507-AWS-Bedrock-Workshop-Palo-Alto_Registration.html
  • (May 15) Meetup (Dresden, Germany): Dresdner Datenbankforum Graph Data Science with Neo4j https://www.dresdner-datenbankforum.de/anstehende-vortr%C3%A4ge#h.y2x2aesouh7p
  • (May 15) Meetup (Mainz, Germany): Neo4j for Java Developers https://www.meetup.com/jug-mainz/events/299232685
  • (May 16) Hands-on Lab (San Francisco, CA, USA): GenAI Hands-on Lab with AWS and Deloitte https://go.neo4j.com/LE-----240509-Neo4j-Deloitte--AWS-Generative-AI-Workshop_Registration.html
  • (May 20) Conference (Stockholm, Sweden): GraphSummit Stockholm https://neo4j.com/graphsummit/stockholm24/
  • (May 21) Hands-on Lab (Chicago, IL, USA): GenAI Hands-On Lab with AWS & Deloitte https://go.neo4j.com/LE-240521-AWS-GenAI-Workshop-Chicago_Registration.html
  • (May 22) Conference (Milan, Italy): AWS Summit Milan https://aws.amazon.com/it/events/summits/emea/milano/
  • (May 27) Conference (Jakarta, Indonesia): Google Cloud Summit https://neo4j.com/event/google-cloud-summit-jakarta/
  • (May 27) Conference (Sofia, Bulgaria): jPrime 2024 https://jprime.io/

View Details

Tools of the Month:

  • apoc.create.vRelationship https://neo4j.com/docs/apoc/current/overview/apoc.create/apoc.create.vRelationship/
  • GenAI Starter Kits for Langchain, LlamaIndex, Spring.AI and Semantic Kernel, covering the most popular orchestration frameworks in Python, Java, and dotnet. https://neo4j.com/labs/genai-ecosystem/
  • Vish: Vector support in Neo4j https://neo4j.com/docs/cypher-manual/current/indexes/semantic-indexes/vector-indexes/

Articles:

  • Implementing RAG: How to Write a Graph Retrieval Query in LangChain https://neo4j.com/developer-blog/rag-graph-retrieval-query-langchain/
  • Implementing Advanced Retrieval RAG Strategies with Neo4j https://neo4j.com/developer-blog/advanced-rag-strategies-neo4j/
  • Using a Knowledge Graph to Implement a RAG Application https://neo4j.com/developer-blog/knowledge-graph-rag-application/
  • Generative Transformation from ER Diagram to Graph Model Using Google’s Gemini Pro https://neo4j.com/developer-blog/genai-graph-model-google-gemini-pro/
  • Cypher Workbench as a Neo4j Labs Project https://neo4j.com/developer-blog/cypher-workbench-neo4j-labs-project/
  • Accelerate Neo4j App Development with Low-Code Keymaker Framework https://neo4j.com/developer-blog/keymaker-low-code-neo4j-framework/
  • Needle StarterKit 2.0: Templates, Chatbot, and More! https://neo4j.com/developer-blog/needle-starterkit-2-0-templates-chatbot/
  • Announcing Neo4j JDBC Driver Version 6 https://neo4j.com/developer-blog/neo4j-jdbc-driver-v6/

Videos:

  • NODES 2023 playlist https://youtube.com/playlist?list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&si=8_0sYVRYz8CqqdIc

Events:

  • (Apr 2) YouTube series: Going Meta - A Series on Graph, Semantics, and Knowledge Episode 27 https://www.youtube.com/@neo4j/live
  • (Apr 2) Conference (Paris, France): AWS Summit Paris https://aws.amazon.com/fr/events/summits/emea/paris/
  • (Apr 8) Conference (London, UK): QCon London https://qconlondon.com/
  • (Apr 8) Conference (Madrid, Spain): GraphSummit Madrid https://neo4j.com/graphsummit/madrid24/
  • (Apr 8) Conference (Nürburgring, Germany): Javaland 2024 https://www.javaland.eu/en/home/
  • (Apr 9) Conference (Las Vegas, NV, USA): Google Cloud Next https://cloud.withgoogle.com/next
  • (Apr 9) Conference (Atlanta, GA, USA): DevNexus 2024 https://devnexus.com/
  • (Apr 9) Workshop (Munich, Germany): Amazon Bedrock & Neo4j https://go.neo4j.com/LE240409AWSBedrockWorkshopMunich_Registration.html
  • (Apr 9) Conference (Sydney, Australia): AWS Summit Sydney https://neo4j.com/event/aws-summit-sydney/
  • (Apr 13) Workshop (San Francisco, CA, USA): GenAI Beyond Chat with RAG, Knowledge Graphs and Python https://www.meetup.com/graphdb-sf/events/299339190/
  • (Apr 16) Conference (Paris, France): Devoxx France https://www.devoxx.fr/
  • (Apr 17) Workshop (Toronto, ON, Canada): Neo4j & AWS Generative AI https://go.neo4j.com/LE240417AWSandNeo4jGenerativeAIHands-onLabToronto_Registration.html
  • (Apr 18) Meetup (San Francisco, CA, USA): Cloud-Native Geospatial Analytics Combining Spatial SQL & Graph Data Science https://www.meetup.com/graphdb-sf/events/297525658/
  • (Apr 23) Conference (Bengaluru, India): GIDS India 2024 https://www.meetup.com/graphdb-sf/events/297525658/
  • (Apr 23) Workshop (Chicago, IL, USA): Neo4j and Google Cloud GenAI Hands-On https://go.neo4j.com/LE240423-Neo4j-GCP-GenAI-Workshop---Chicago_Registration.html
  • (Apr 23) Conference (Stockholm, Sweden): Penningtvattsdagarna https://penningtvattsdagarna.se/anmalan/
  • (Apr 24) Conference (Stockholm, Sweden): Data Innovation Summit https://datainnovationsummit.com/
  • (Apr 24) Conference (London, UK): AWS Summit London https://aws.amazon.com/events/summits/emea/london/
  • (Apr 24) Conference (Munich, Germany): GraphSummit Munich https://neo4j.com/graphsummit/munich-apr-24/
  • (Apr 25) Hands-On Lab (New York City, NY, USA): AWS and Neo4j Generative AI https://go.neo4j.com/LE-240425-LE-240425-AWS-GenAI-Workshop-NYC_Registration.html
  • (Apr 25) Meetup (London, UK): Modern Java Ecosystems: Advancing Connectivity and Cloud Deployment https://www.meetup.com/graphdb-uk/events/299949029/

View Details

Speaker Resources:

  • Johannes Jolkkonen: https://www.linkedin.com/in/johannesjolkkonen/
  • Johannes's YouTube channel: https://www.youtube.com/@johannesjolkkonen
  • Mar 12 Neo4j Live session: https://www.meetup.com/neo4j-online-meetup/events/299526466/

Tools of the Month:

  • PDF-bot chunker (GenAI stack): https://github.com/docker/genai-stack/blob/main/pdf_bot.py
  • Spring AI: https://spring.io/projects/spring-ai
  • Instructor (library): https://jxnl.github.io/instructor/

Community Projects:

  • Knowledge Graph for Social Science https://youtube.com/live/wBHgTheV08Q

Articles:

  • Langchain v0.1 - Updating GraphAcademy Neo4j & LLM Courses https://neo4j.com/developer-blog/langchain-graphacademy-llm-courses/
  • A GenAI-Powered Song Finder in Four Lines of Code https://neo4j.com/developer-blog/genai-powered-song-finder/
  • Object Mapping in the Neo4j Driver for .NET https://neo4j.com/developer-blog/object-mapping-neo4j-driver-net/
  • Slow Cypher Statements and How to Fix Them https://neo4j.com/developer-blog/slow-cypher-statements-fix/
  • Using LangChain in Combination with Neo4j to Process YouTube Playlists and Perform Q&A Flow https://medium.com/neo4j/using-langchain-in-combination-with-neo4j-to-process-youtube-playlists-and-perform-q-a-flow-5d245d51a735
  • PyNeoInstance: A User-Friendly Python Library for Neo4j https://neo4j.com/developer-blog/pyneoinstance-python-library-neo4j/

Videos:

  • NODES 2023 playlist https://youtube.com/playlist?list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&si=8_0sYVRYz8CqqdIc

Events:

  • (Mar 5) YouTube Series (virtual): Going Meta Episode 26 https://neo4j.com/event/going-meta-a-series-on-graphs-semantics-and-knowledge-episode-26/
  • (Mar 6) Meetup (virtual): Exploring Graphs and Generative AI: Unlocking New Possibilities https://neo4j.com/event/exploring-graphs-and-generative-ai-unlocking-new-possibilities/
  • (Mar 6) Meetup (virtual): Pass or Play: What Does GenAI Mean for the Java Developer? https://neo4j.com/event/pass-or-play-what-does-genai-mean-for-the-java-developer/
  • (Mar 7) Meetup (Bangkok, Thailand): GraphDB Bangkok meetup w/ GraphQL BKK https://neo4j.com/event/graphdb-bangkok-meetup-w-graphql-bkk/
  • (Mar 8) Conference (virtual): WeAreDevelopers Women In Tech Day https://neo4j.com/event/wearedevelopers-women-in-tech-day/
  • (Mar 10) Conference (Orlando, Florida, USA): Gartner Data & Analytics Summit Orlando https://neo4j.com/event/gartner-data-analytics-summit-orlando/
  • (Mar 11) Training (virtual): Knowledge Graphs & Large Language Models Bootcamp https://neo4j.com/event/knowledge-graphs-large-language-models-bootcamp/2024-03-11/
  • (Mar 11) Workshop (Bengaluru, India): Neo4j and GCP Generative AI Workshop https://neo4j.com/event/neo4j-and-gcp-generative-ai-workshop-bengaluru/
  • (Mar 12) Conference (Brussels, Belgium): AWS Public Sector Symposium https://neo4j.com/event/aws-public-sector-symposium-brussels/
  • (Mar 13) Workshop (San Francisco, CA, USA): Google Gen AI Workshop https://neo4j.com/event/google-gen-ai-workshop-san-francisco/
  • (Mar 13) Conference (Singapore): Singapore Data Innovation Summit 2024 https://neo4j.com/event/data-innovation-summit/
  • (Mar 14) Conference (virtual): Data Next Engineering Summit https://neo4j.com/event/data-next-engineering-summit/
  • (Mar 14) Training (virtual): Intro to Neo4j https://neo4j.com/event/training-series-intro-to-neo4j-2/
  • (Mar 14) Workshop (Mountain View, CA, USA): Google Gen AI Workshop https://neo4j.com/event/google-gen-ai-workshop-mountain-view/
  • (Mar 15) Meetup (Delhi, India): Pythonistas and Graphistas: Navigating the World of Graph Databases with Python https://neo4j.com/event/pythonistas-and-graphistas-navigating-the-world-of-graph-databases-with-python/
  • (Mar 15) Meetup (Bengaluru, India): Graph Genesis: Building Tomorrow’s Insights Today https://neo4j.com/event/graph-genesis-building-tomorrows-insights-today/
  • (Mar 18) Training (virtual): Knowledge Graphs & Large Language Models Bootcamp https://neo4j.com/event/knowledge-graphs-large-language-models-bootcamp/2024-03-18/
  • (Mar 18) Conference (Paris, France): KubeCon 2024 https://neo4j.com/event/kubecon2024/
  • (Mar 18) Workshop (Singapore): Neo4j and GCP Generative AI https://neo4j.com/event/neo4j-and-gcp-generative-ai-workshop-singapore/
  • (Mar 19) Conference (virtual): AI42 Conference https://neo4j.com/event/ai42-conference/
  • (Mar 19) Workshop (virtual): Tame Your Graph with Liquibase for Neo4j https://neo4j.com/event/training-series-tame-your-graph-with-liquibase-for-neo4j/
  • (Mar 20) Meetup (Melbourne, Australia): GraphDB Melbourne March Madness https://neo4j.com/event/graphdb-melbourne-march-madness/
  • (Mar 20) Meetup (London, UK): The Perfect Couple: Uniting Large Language Models and Knowledge Graphs for Enhanced Knowledge Representation https://neo4j.com/event/the-perfect-couple-uniting-large-language-models-and-knowledge-graphs-for-enhanced-knowledge-representation/
  • (Mar 21) Training (virtual): Mastering Neo4j Deployment for High-Performance RAG Applications https://neo4j.com/event/training-series-mastering-neo4j-deployment-for-high-performance-rag-applications/
  • (Mar 21) Meetup (virtual): Neo4j & Haystack: Graph Databases for LLM Applications https://neo4j.com/event/neo4j-haystack-graph-databases-for-llm-applications/
  • (Mar 21) Workshop (Los Angeles, CA, USA): Google Gen AI https://neo4j.com/event/google-gen-ai-workshop-los-angeles/
  • (Mar 26) Meetup (Sydney, Australia): GraphSyd March Meetup: Unraveling Connections https://neo4j.com/event/graphsyd-march-meetup-unraveling-connections/
  • (Mar 26) Conference (Las Vegas, NV, USA): Microsoft Fabric Community Conference https://neo4j.com/event/microsoft-fabric-community-conference/
  • (Mar 26) Workshop (virtual): Large-Scale Geospatial Analytics with Graphs and the PyData Ecosystem https://neo4j.com/event/training-series-large-scale-geospatial-analytics-with-graphs-and-the-pydata-ecosystem/
  • (Mar 27) Meetup: Graphs & Vectors: Navigating the Future with Neo4j and Vector Search https://neo4j.com/event/graphs-vectors-navigating-the-future-with-neo4j-and-vector-search/

View Details

  • Tools of the Month:
    • Streamlit https://streamlit.io/
    • Ollama https://ollama.ai/
    • Git https://git-scm.com/
  • Speaker Resources:
    • LLMs as kernel of a new kind of OS https://twitter.com/karpathy/status/1707437820045062561?s=20
    • LangChain and LangServ Templates Apps (Neo4j example) https://www.youtube.com/watch?v=OV2ZIWFBe0s, https://docs.google.com/presentation/d/1J4h4oGXORtiz1nhHfSF-UtvtlqkfHByD0v2MOwKXBwY/edit#slide=id.g265aec74fa4_0_353
    • Components of RAG https://docs.google.com/presentation/d/10vojKKq-6li4JBEIx0hDCvbMkPGzMd3J_xnrRxyk6gc/edit#slide=id.g2667b2f6516_0_14
    • Motivation for graph RAG https://www.glean.com/blog/how-to-build-an-ai-assistant-for-the-enterprise
    • Evaluation https://docs.smith.langchain.com/category/testing--evaluation
  • Articles:
    • Why Vector Search Didn’t Work for Your RAG Solution? https://neo4j.com/developer-blog/why-vector-search-didnt-work-rag/
    • YouTube Transcripts Into Knowledge Graphs for RAG Applications https://medium.com/neo4j/youtube-transcripts-knowledge-graphs-for-rag-applications-2cc790543d4b
    • NeoDash 2.4: Unleashing the Power of Neo4j Graph Dashboards https://medium.com/neo4j/neodash-2-4-unleashing-the-power-of-neo4j-graph-dashboards-52766f0188dc
    • Building a Graph+LLM Powered RAG Application from PDF Documents https://medium.com/neo4j/building-a-graph-llm-powered-rag-application-from-pdf-documents-24225a5baf01
    • Unlocking DAGs in Neo4j: From Basics to Critical Path Analysis https://medium.com/neo4j/unlocking-dags-in-neo4j-from-basics-to-critical-path-analysis-792cc8a04ff1
  • Videos:
    • NODES 2023 playlist https://youtube.com/playlist?list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&si=8_0sYVRYz8CqqdIc
  • Events:
    • (Feb 5) Conference (Stockholm, Sweden): JFokus https://neo4j.com/event/jfokus-2024/
    • (Feb 8) Meetup (Kansas City, MO): Improved Results with Vector Search in Knowledge Graphs https://neo4j.com/event/improved-results-with-vector-search-in-knowledge-graphs/
    • (Feb 13) Meetup (Brisbane, Australia): Graph Database Brisbane https://neo4j.com/event/graph-database-brisbane-meetup-feb-edition/
    • (Feb 21) Meetup (virtual): Hallucination-Free Zone: LLMs + Graph Databases Got Your Back! https://neo4j.com/event/hallucination-free-zone-llms-graph-databases-got-your-back/
    • (Feb 22) Conference (London, UK): GraphSummit London https://neo4j.com/event/graphsummit-london-feb24/
    • (Feb 22) Conference (San Francisco, CA): DeveloperWeek https://neo4j.com/event/developerweek/
    • (Feb 23) Meetup (Bangalore, India): Hands-on workshop on GenAI Stack https://neo4j.com/event/hands-on-workshop-on-gen-ai-stack/
    • (Feb 28) Conference (Amsterdam, Netherlands): DevWorld 2024 https://neo4j.com/event/devworld-2024/

View Details

  • Tools of the Month:
    • Remix for data-driven websites https://remix.run/
    • HTTPie: https://httpie.io/cli
    • Pypeteer https://github.com/pyppeteer/pyppeteer
    • Rectangle https://rectangleapp.com/
    • Fireflies.ai https://fireflies.ai/
    • Video Speed Controller https://chromewebstore.google.com/detail/video-speed-controller/gioehmkjkeamcinbdelehlpnpdcdjpdp?pli=1
  • Product updates:
    • Neo4j release (5.15) https://neo4j.com/release-notes/database/neo4j-5/
    • Neo4j Driver updates
    • APOC Core https://github.com/neo4j/apoc/releases/tag/5.15.0
    • GraphQL release (4.4.4) https://github.com/neo4j/graphql/releases
    • Helm chart update (5.14.0) https://github.com/neo4j/helm-charts/releases/tag/5.14.0
    • Several Neo4j Connectors updated
  • Articles:
    • Try Neo4j’s Next-Gen Graph-Native Store Format https://neo4j.com/developer-blog/neo4j-graph-native-store-format/
    • Implementing Advanced Retrieval RAG Strategies with Neo4j https://neo4j.com/developer-blog/advanced-rag-strategies-neo4j/
    • Introducing Deno Runtime to the Neo4j Driver for Javascript https://neo4j.com/developer-blog/deno-runtime-neo4j-driver-javascript/
    • Using a Knowledge Graph to Implement a DevOps RAG Application https://neo4j.com/developer-blog/knowledge-graph-devops-rag-application/
    • Convenient Neo4j Integration Tests in Github Actions Using the Aura CLI https://neo4j.com/developer-blog/neo4j-integration-tests-github-actions-aura-cli/
    • Neo4j x LangChain: Deep Dive Into the New Vector Index Implementation https://neo4j.com/developer-blog/neo4j-langchain-vector-index-implementation/
  • Videos:
    • RAG with a Neo4j Knowledge Graph: How it Works and How to Set It Up https://www.youtube.com/watch?v=ftlZ0oeXYRE
    • NODES 2023 playlist https://youtube.com/playlist?list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&si=8_0sYVRYz8CqqdIc
  • Events:
    • (Jan 4) YouTube series (virtual): Going Meta Ep 24 https://neo4j.com/event/going-meta-a-series-on-graphs-semantics-and-knowledge-episode-24/
    • (Jan 10) Meetup (Austin, TX and virtual): Airplane Route Optimization Using Neo4j’s Graph Database https://neo4j.com/event/airplane-route-optimization-using-neo4js-graph-database/
    • (Jan 10) Webinar (virtual): Neo4j: 2024 Trends: What Data and Analytics Leaders Need to Know - Asia https://neo4j.com/event/neo4j-2024-trends-what-data-and-analytics-leaders-need-to-know-asia-pacific-jan-11/
    • (Jan 11) Webinar (virtual): Neo4j: 2024 Trends: What Data and Analytics Leaders Need to Know - Europe https://neo4j.com/event/neo4j-2024-trends-what-data-and-analytics-leaders-need-to-know-europe-jan-11/
    • (Jan 11) Webinar (virtual): Neo4j: 2024 Trends: What Data and Analytics Leaders Need to Know - Americas https://neo4j.com/event/neo4j-2024-trends-what-data-and-analytics-leaders-need-to-know-jan-11/
    • (Jan 17) Webinar (virtual): O’Reilly Media: Generative AI for Healthcare https://neo4j.com/event/oreilly-media-generative-ai-for-healthcare-jan-17/
    • (Jan 22) Webinar (virtual): Neo4j: Building More Accurate GenAI Chatbots: A Technical Guide - Asia https://neo4j.com/event/neo4j-building-more-accurate-genai-chatbots-a-technical-guide-asia-pacific-jan-23/
    • (Jan 23) Webinar (virtual): Neo4j: Building More Accurate GenAI Chatbots: A Technical Guide - Europe https://neo4j.com/event/neo4j-building-more-accurate-genai-chatbots-a-technical-guide-europe-jan-23/
    • (Jan 23) Webinar (virtual): Neo4j: Building More Accurate GenAI Chatbots: A Technical Guide - Americas https://neo4j.com/event/neo4j-building-more-accurate-genai-chatbots-a-technical-guide-jan-23/
    • (Jan 25) YouTube series (virtual): Neo4j Live: Building a Semantics-Based Recommender System for ESG Documents https://neo4j.com/event/neo4j-live-building-a-semantics-based-recommender-system-for-esg-documents/
    • (Jan 25) Conference (Bristol, UK): GraphTalk Government https://neo4j.com/event/graphtalk-government/
    • (Jan 31) Meetup (London, UK): LLM + Knowledge Graph FTW https://neo4j.com/event/llm-knowledge-graph-ftw/
    • (Jan 31) Meetup: Cloud-Native Geospatial Analytics Combining Spatial SQL & Graph Data Science https://neo4j.com/event/cloud-native-geospatial-analytics-combining-spatial-sql-graph-data-science/

View Details

  • Tools of the month:
    • APOC OpenAI procedures: https://neo4j.com/labs/apoc/5/ml/openai/
    • Warp terminal: https://www.warp.dev/
    • Ollama for running LLMs: https://ollama.ai/
  • Graphacademy courses:
    • LLM Fundamentals: https://graphacademy.neo4j.com/courses/llm-fundamentals/
    • Build a Neo4j-backed Chatbot using Python: https://graphacademy.neo4j.com/courses/llm-chatbot-python/
    • Importing CSV data into Neo4j (updated!): https://graphacademy.neo4j.com/courses/importing-cypher/
  • Product updates:
    • Neo4j/AWS Bedrock integration: https://neo4j.com/press-releases/neo4j-aws-bedrock-integration/
  • Articles:
    • Rdflib-neo4j: A New Era in RDF Integration for Neo4j https://neo4j.com/developer-blog/rdflib-neo4j-rdf-integration-neo4j/
    • Py2neo is End-of-Life - A Basic Migration Guide https://neo4j.com/developer-blog/py2neo-end-migration-guide/
    • Enforcing Data Quality in Neo4j 5: New Property Type Constraints and Functions https://neo4j.com/developer-blog/data-quality-type-constraints-functions/
    • Analyzing Annual Reports Using LLMs and Graph Technology https://neo4j.com/developer-blog/analyzing-annual-reports-llm-graph/
    • Needle StarterKit: The Ultimate Tool for Accelerating Your Graph App Projects https://neo4j.com/developer-blog/needle-starterkit-tool-accelerate-graph-app/
    • Clustering Graph Data with K-Medoids https://neo4j.com/developer-blog/clustering-graph-data-k-medoids/
  • Videos:
    • NODES 2023 playlist (videos added!) https://www.youtube.com/playlist?list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb
    • Humanitarian AI Meetup with IATI data https://youtu.be/ysBwXTR8390
  • Events:
    • (Dec 5) YouTube series: Going Meta Ep 23 https://neo4j.com/event/going-meta-a-series-on-graphs-semantics-and-knowledge-ep-23/
    • (Dec 5) YouTube series: Discover Neo4j Aura: The Future of Graph Database-as-a-Service Workshop https://neo4j.com/event/discover-neo4j-auradb-workshop-copy/
    • (Dec 5) Training (Atlanta, GA): Neo4j and Google Cloud Generative AI Hands-On Lab https://neo4j.com/event/neo4j-google-cloud-generative-ai-hands-on-lab-2/
    • (Dec 6) Conference (London) https://neo4j.com/event/the-perfect-couple-uniting-large-language-models-and-knowledge-graphs-for-enhanced-knowledge-representation-2/
    • (Dec 6) Conference (Paris): API Days Paris https://neo4j.com/event/api-days-paris/
    • (Dec 6) YouTube series: Neo4j Live: Powering Advanced Streamlit Chatbots with GenAI https://neo4j.com/event/neo4j-live-powering-advanced-streamlit-chatbots-with-genai/
    • (Dec 7) Conference (London): https://neo4j.com/event/the-perfect-couple-uniting-large-language-models-and-knowledge-graphs-for-enhanced-knowledge-representation-3/
    • (Dec 7) Lunch-and-Learn (virtual): Tackling GenAI Challenges with Knowledge Graphs, Graph Data Science, and LLMs https://neo4j.com/event/lunch-and-learn-tackling-genai-challenges-with-knowledge-graphs-graph-data-science-and-llms/
    • (Dec 12) Meetup (Australia): Graph Database Melbourne https://neo4j.com/event/graph-database-melbourne-meetup-dec-edition/
    • (Dec 13) Conference (Chicago, IL): Evanta CDAO Executive Summit https://neo4j.com/event/evanta-cdao-execsummit-chi/
    • (Dec 13) Conference (virtual) (2 offerings for timezones): Connections: Generative AI and Knowledge Graphs https://neo4j.com/event/neo4j-connections-generative-ai-and-knowledge-graphs-unveiling-the-future-of-knowledge-retrieval/
    • (Dec 14) Meetup (Innsbruck, Austria?): Engineering Kiosk Alps Meetup Innsbruck https://neo4j.com/event/engineering-kiosk-alps-meetup-innsbruck/
    • (Dec 14) Meetup (Tampa, FL): AWS re:Invent 2023 Recap Meetup https://neo4j.com/event/aws-reinvent-2023-recap-meetup/

View Details

  • NODES 2023 YouTube playlist: dev.neo4j.com/nodes-2023
  • Tools of the Month:
    • Spring AI: https://docs.spring.io/spring-ai/reference/
    • LangSmith: https://www.langchain.com/langsmith
    • Cody AI: https://about.sourcegraph.com/cody
  • Community Project(s):
    • AD Miner: https://github.com/Mazars-Tech/AD_Miner
  • Product Updates:
    • Vector Search Index (5.13 GA): https://neo4j.com/docs/cypher-manual/current/indexes-for-vector-search/
    • Parallel Runtime (5.13): https://neo4j.com/docs/cypher-manual/current/planning-and-tuning/runtimes/reference/
    • Change Data Capture (5.13, Enterprise, Beta): https://neo4j.com/docs/cdc/current/
    • GDS:
      • Longest Path: https://neo4j.com/docs/graph-data-science/current/algorithms/dag/longest-path/
      • Topological Sort: https://neo4j.com/docs/graph-data-science/current/algorithms/dag/topological-sort/
  • Articles:
    • GenAI Stack Walkthrough: Behind the Scenes with Neo4j, LangChain, and Ollama in Docker https://neo4j.com/developer-blog/genai-app-how-to-build/
    • GraphQL Development Best Practices https://neo4j.com/developer-blog/graphql-development-best-practices/
    • Enhanced QA Integrating Unstructured and Graph Knowledge Using Neo4j and LangChain https://medium.com/neo4j/enhanced-qa-integrating-unstructured-and-graph-knowledge-using-neo4j-and-langchain-6abf6fc24c27
    • Needle v2 is Here: Rebranding in the Fast Lane https://medium.com/neo4j/needle-v2-is-here-rebranding-in-the-fast-lane-30cd7dae3efb
    • Neo4j DevTools Update: Workspace, MultiDB, Editors https://medium.com/neo4j/neo4j-devtools-update-workspace-multidb-editors-oh-my-f680cd0cd17e
    • Speed Up Your Queries with Neo4j’s New Parallel Runtime https://neo4j.com/developer-blog/speed-up-queries-neo4j-parallel-runtime/
  • Events:
    • (Nov 1 and 2) Conference (London): The Perfect Couple: Uniting Large Language Models and Knowledge Graphs for Enhanced Knowledge Representation https://neo4j.com/event/the-perfect-couple-uniting-large-language-models-and-knowledge-graphs/
    • (Nov 2) Livestream: Testcontainers with Neo4j https://neo4j.com/event/neo4j-live-testcontainers-with-neo4j/
    • (Nov 8) Hands-on Lab (Munich): Neo4j & Google Cloud Generative AI Hands-on Lab https://neo4j.com/event/neo4j-google-cloud-generative-ai-hands-on-lab/
    • (Nov 8) Conference (Texas, USA): Migrate, Modernize, and Transform Your Databases with Google Cloud https://neo4j.com/event/migrate-modernize-and-transform-your-databases-with-google-cloud/
    • (Nov 9) Conference: GraphTalk Munich: Pharma https://neo4j.com/event/graphtalk-munich-pharma/
    • (Nov 14) Conference (CA, USA): Scale by the Bay https://neo4j.com/event/scale-by-the-bay/
    • (Nov 14) Conference: Neo4j GraphSummit London https://neo4j.com/event/graphsummit-london/
    • (Nov 16) Meetup: Graph Database Sydney https://neo4j.com/event/graph-database-sydney-meetup-nov-edition/
    • (Nov 17) DevFest Singapore: Gen-AI and Graphs with Google Cloud https://neo4j.com/event/graphtalk-devfest-singapore-gen-ai-and-graphs-with-google-cloud/
    • (Nov 17) Meetup (Delhi, India): The Data & Gen-AI Nexus https://neo4j.com/event/the-data-gen-ai-nexus/
    • (Nov 21) GraphSummit Paris https://neo4j.com/event/graphsummit-paris-2/
    • (Nov 23) GraphTalk Barcelona https://neo4j.com/event/graphtalk-barcelona/
    • (Nov 27) AWS re:Invent (Las Vegas) https://neo4j.com/event/aws-reinvent-2/
    • (Nov 27) FIMA Europe (London) https://neo4j.com/event/fima/

View Details

  • neo4cyclone: https://github.com/javixeneize/neo4cyclone
  • Neomodel: Python OGM for Neo4j Extends Version Support and Moves to Neo4j Labs: https://neo4j.com/developer-blog/neomodel-python-ogm-neo4j-labs/
  • Getting From Denmark Hill to Gatwick Airport With Quantified Path Patterns: https://neo4j.com/developer-blog/denmark-hill-to-gatwick-airport-quantified-path-patterns/
  • Graphs for DFIR (Digital Forensics and Incident Response): A Roadmap: http://www.ds4n6.io/blog/23050801.html
  • Leverage LLMs for Graph Data Science Pipelines: 4 Steps to Avoid Pitfalls of ChatGPT: https://www.graphable.ai/blog/data-science-pipeline-steps/
  • How To Verify Database Connection From a Spring Boot Application: https://dzone.com/articles/how-to-verify-database-connection-from-a-spring-bo
  • LangChain Library Adds Full Support for Neo4j Vector Index: https://neo4j.com/developer-blog/langchain-library-full-support-neo4j-vector-index/
  • Explore OpenAI vector embedding with Neo4j, LangChain, and Wikipedia: https://medium.com/@therobbrennan/explore-openai-vector-embedding-with-neo4j-6ea2a40693d9
  • Exploring the Intersection of Neo4j and Large Language Models: https://medium.com/neo4j/exploring-the-intersection-of-neo4j-and-large-language-models-6fda9ac72ef8
  • Construct Knowledge Graphs From Unstructured Text: https://medium.com/neo4j/construct-knowledge-graphs-from-unstructured-text-877be33300a2
  • Knowledge Graph Construction Demo from raw text using an LLM: https://www.youtube.com/watch?v=Hg4ahTQlBm0
  • Azure OpenAI Neo4j Demo: https://www.youtube.com/watch?v=3PO-erAP6R4
  • Sebastian Dashner - Applications with graph databases (Neo4j & Quarkus): https://www.youtube.com/watch?v=K0RUYdliUW8
  • QCon SF 2023 (Oct 2)
  • GraphTalk Milan (Oct 5)
  • Road to NODES:
    • Neo4j GDS w/ Generative AI (Oct 5)
    • Analyzing the Physical World (Oct 10)
  • GraphSummit Frankfurt (Oct 10)
  • Conference (Pittsburgh, PA): NACIS 2023 Building QGIS Plugins w/ Python (Oct 11)
  • Meetup (virtual/in-person, Austin, TX): Airplane Route Optimization using Neo4j (Oct 11)
  • Conference (Raleigh, NC): ATO 2023 Building Open Source GIS Plugins w/ QGIS, Python, and Neo4j (Oct 15)
  • Conference (Baltimore, MD): FOSS4G Building Open Source GIS Plugins with QGIS, Python, and Neo4j (Oct 23)
  • Conference (Arlington, VA): GraphSummit for Government (Oct 25)
  • Conference (virtual): Nodes 2023 (Oct 25)
  • Conference (Spain): Madrid Tech Show (Oct 30)

View Details

  • Spring Boot: Up and Running by Mark Heckler: https://bit.ly/springbootbook
  • NODES 2023: https://neo4j.com/nodes-2023
  • Building an Educational Chatbot for GraphAcademy with Neo4j Using LLMs and Vector Search: https://medium.com/neo4j/building-an-educational-chatbot-for-graphacademy-with-neo4j-f707c4ce311b
  • Livestream: Going Meta Ep 20
  • Build a Chatbot for Clinical Trials across Multiple Data Sources: https://medium.com/star-gazers/build-a-chatbot-for-clinical-trials-across-multiple-data-sources-f121211cec98
  • GraphAcademy course - Introduction to Neo4j and GraphQL: https://graphacademy.neo4j.com/courses/graphql-basics
  • London Data GraphQL (Sep 7)
  • GraphQL Conf (Sep 19)
  • Creating a Custom Connector in Confluent Cloud to Sink Data to Aura for Real-Time Analysis (Part 2): https://neo4j.com/developer-blog/confluent-cloud-neo4j-auradb-connector-2/
  • Build a Movie Database with Neo4j’s Knowledge Graph Sandbox: https://thenewstack.io/build-a-movie-database-with-neo4js-knowledge-graph-sandbox/
  • Knowledge Graph from text using LLM: https://www.youtube.com/watch?v=Hg4ahTQlBm0
  • SDN custom queries/projections: https://www.javacodegeeks.com/2023/08/java-application-with-neo4j-how-to-use-spring-custom-queries-and-projections.html
  • Neo4j Live - Movie Recommendations: https://youtube.com/live/wndOSi3i5OY
  • Understanding HashGNN in GDS: https://www.youtube.com/watch?v=fccFuyjNEcM
  • Google Datacloud Demo: https://www.youtube.com/watch?v=9dAnPoFV80c
  • Neo4j Metadata management of NoSQL sources: https://www.youtube.com/watch?v=ZExin7j8ysE
  • Road to NODES training:
    • Interactive Dashboarding with NeoDash (Sep 20)
    • Graphing Relational Database Models (Sep 27)
  • Meetup (virtual/in-person, Austin, TX): Airplane Route Optimization using Neo4j (Sep 13)
  • Meetup (Singapore): Intersection of Graph Databases and AI (Sep 20)
  • Meetup (Australia): Graph Database Melbourne (Sep 21)
  • Meetup (Australia): Exploring the Intersection of Graph Data Science and AI (Sep 28)
  • Pycon India (Sep 28 - 30): https://in.pycon.org/2023/
  • Conference: PyData Amsterdam (Sep 13)
  • Conference: Big Data London (Sep 19)
  • Conference: Big Data Paris (Sep 25)
  • Conference (Germany): JUG Saxony Day 2023 Dogfooding the Graph Ecosystem (Sep 28)

View Details

  • Dr Julian Grümmer's NODES 2022 talk: https://www.youtube.com/watch?v=7JfXoubUv3Q
  • Knowledge Graph 101: What Is It, How it Works, & Why It Matters: https://neo4j.com/blog/what-is-knowledge-graph/
  • Building Knowledge Graphs: A Practitioner's Guide: https://neo4j.com/knowledge-graphs-practitioners-guide
  • Knowledge Graphs & LLMs: Multi-Hop Question & Answering: https://neo4j.com/developer-blog/knowledge-graphs-llms-multi-hop-question-answering/
  • Knowledge Graphs & LLMs: Fine Tuning vs Retrieval Augmented Generation: https://neo4j.com/developer-blog/fine-tuning-retrieval-augmented-generation/
  • LangChain Cypher Search: Tips & Tricks: https://neo4j.com/developer-blog/langchain-cypher-search-tips-tricks/
  • Hot Algo Summer: New Algorithms in Neo4j Graph Data Science: https://neo4j.com/developer-blog/hot-algo-summer-gds/
  • Time Machine: A look-back at Java Sessions at Nodes: https://neo4j.com/developer-blog/java-sessions-nodes-2022/
  • Building Java Applications with Neo4j: https://www.javacodegeeks.com/2023/07/pouring-coffee-into-the-matrix-building-java-applications-on-neo4j.html
  • Using Spring for GraphQL With Spring Data: https://neo4j.com/developer-blog/spring-graphql-neo4j/
  • Python driver updates: https://github.com/neo4j/neo4j-python-driver/wiki/5.x-changelog
  • Neomodel (community Python OGM) updates: https://github.com/neo4j-contrib/neomodel/releases/tag/5.1.0
  • Mock data generator 0.1.0 released as a Pypi package: https://pypi.org/project/graph-data-generator/
  • neo4j-balena: https://github.com/mpous/neo4j-balena
  • Neodash updates: https://github.com/neo4j-labs/neodash/releases/tag/2.3.0
  • Exploring Neodash for 197M Chemical Full-Text Graph: https://neo4j.com/developer-blog/exploring-neodash-for-197m-chemical-full-text-graph/
  • How to Implement SSO for your Neo4j Instance: https://neo4j.com/developer-blog/implement-sso-neo4j-auth0/
  • New Sandbox Feature: Single Sign-On: https://neo4j.com/developer-blog/neo4j-sandbox-sso/
  • Entity Resolution in Reagent: https://margin.re/2023/06/entity-resolution-in-reagent/
  • Neo4j GraphQL Toolbox: https://graphql-toolbox.neo4j.io/
  • Updated GraphAcademy Course: Introduction To Neo4j & GraphQL: https://graphacademy.neo4j.com/courses/graphql-basics/
  • Pomodoro App: https://pomofocus.io/
  • Spring Boot: https://spring.io/projects/spring-boot
  • Cody.ai by Sourcegraph: https://docs.sourcegraph.com/cody
  • CodiumAI: https://www.codium.ai/
  • Arxiv.org: https://arxiv.org/

View Details

  • Neo4j Graph Data Science: https://neo4j.com/docs/graph-data-science/current/introduction/
  • Use Graphs For Smarter AI With Neo4j and Google Cloud VertexAI: https://cloud.google.com/blog/products/ai-machine-learning/analyze-graph-data-on-google-cloud-with-neo4j-and-vertex-ai
  • Harnessing LLMs with Neo4j: https://neo4j.com/developer-blog/harness-large-language-models-neo4j/
  • Knowledge Graphs & LLMs: Fine-Tuning Vs. Retrieval-Augmented Generation: https://medium.com/neo4j/knowledge-graphs-llms-fine-tuning-vs-retrieval-augmented-generation-30e875d63a35
  • LangChain Cypher Search: Tips & Tricks - How to optimize prompts for Cypher statement generation to retrieve relevant information from Neo4j in your LLM applications: https://medium.com/neo4j/langchain-cypher-search-tips-tricks-f7c9e9abca4d
  • Integrate LLM workflows with Knowledge Graph using Neo4j and APOC: https://towardsdatascience.com/integrate-llm-workflows-with-knowledge-graph-using-neo4j-and-apoc-27ef7e9900a2
  • Knowledge Graphs & LLMs: Multi-Hop Question Answering - Retrieve information that spans across multiple documents: https://medium.com/neo4j/knowledge-graphs-llms-multi-hop-question-answering-322113f53f51
  • Neo4j and Generative AI (video): https://youtu.be/mMkXnmueasA
  • Neo4j Graph Academy: https://graphacademy.neo4j.com/
  • Community Detection with GDS - Identify communities of people based on their survey responses: https://graphacademy.neo4j.com/courses/gds-community-detection/
  • Introducing The Spatial Cypher Cheat Sheet: https://lyonwj.com/blog/spatial-cypher-cheat-sheet
  • New Sandbox Feature - SSO: https://neo4j.com/developer-blog/neo4j-sandbox-sso/
  • How to Implement SSO in your Neo4j Instance: https://neo4j.com/developer-blog/implement-sso-neo4j-auth0/
  • apoc.load.json procedure: https://neo4j.com/docs/apoc/current/import/load-json/
  • Arrows.app: https://arrows.app/
  • Bellman-Ford Single-Source Shortest Path: https://neo4j.com/docs/graph-data-science/current/algorithms/bellman-ford-single-source/
  • Spring Data Neo4j: https://spring.io/projects/spring-data-neo4j#overview
  • Upcoming Events
    • Exploring Aura Free w/ Michael and Alex: https://neo4j.com/event/discovering-auradb-free-with-michael-alexander-2022-03-14/2023-07-10/
    • 360 Degree view of your customers: https://neo4j.com/event/neo4j-live-demo-graph-data-science-get-a-360-degree-view-of-your-customers-july-12/
    • Graph Data Science and ML (US timezones): https://neo4j.com/event/neo4j-live-demo-graph-data-science-and-machine-learning-july-14/
    • Graph Data Science and ML (Europe timezones): https://neo4j.com/event/neo4j-live-demo-graph-data-science-and-machine-learning-europe-july-26/
    • Smarter Fraud Detection with Graph Data Science (US timezones): https://neo4j.com/event/neo4j-live-demo-smarter-fraud-detection-with-graph-data-science-july-19/
    • Smarter Fraud Detection with Graph Data Science (Europe timezones): https://neo4j.com/event/neo4j-smarter-fraud-detection-with-graph-data-science-europe-july-19/
    • Finding the Right Graph Database: The Pros & Cons of Native vs Non-Native: https://neo4j.com/event/neo4j-live-demo-finding-the-right-graph-database-the-pros-cons-of-native-vs-non-native-july-21/

View Details

  • What's New In ArcGIS Knowledge: https://www.esri.com/arcgis-blog/products/arcgis-knowledge/announcements/whats-new-arcgis-knowledge-23q2/
  • StepZen + Neo4j GraphQL: https://neo4j.com/developer-blog/api-development-neo4j-graphql-stepzen/
  • Improving a node.js GraphQL server performance: https://medium.com/@angrykoala/645a4ae711c3
  • Neosemantics: https://github.com/neo4j-labs/neosemantics
  • Workspace updates w/ Greg King [Dev Tools Product Manager at Neo4j]: https://www.youtube.com/watch?v=NUuI9NkOfZo
  • Community data modeling question (What is the better data model-- creating more nodes, or utilizing more properties?): https://community.neo4j.com/t/what-is-the-better-data-model-creating-more-nodes-or-utilizing-more-properties/62533
  • Mock Data Generator Livecast: https://www.youtube.com/watch?v=zHtJ_qNKA-Q
  • Intermediate Cypher & Data Modeling: https://neo4j.com/event/apac-training-series-intermediate-cypher-and-data-modelling/
  • Michael and the Bot: Graph Coding with ChatGPT for Fun and Profit - Exploring Bluesky: https://www.youtube.com/watch?v=6BMCXFii4Po
  • Software Dependencies w/ Alex and Michael: https://www.youtube.com/watch?v=QOu5VAsCAoA
  • Graphversations Series (2 new episodes): https://www.youtube.com/playlist?list=PL9Hl4pk2FsvU-AZJmF70jTVe_6riV9Qap
  • Going META, episodes 15-17: https://www.youtube.com/playlist?list=PL9Hl4pk2FsvX-5QPvwChB-ni_mFF97rCE
  • BioCypher: https://neo4j.com/developer-blog/biocypher-biomedical-knowledge-graphs/
  • NODES is coming (back)!: https://neo4j.com/blog/nodes-2023/
  • Submit a talk to NODES (CFP is still open until June 30th): https://sessionize.com/neo4j-nodes-2023
  • Long form - TED Talks (book) by Chris Anderson: https://www.ted.com/read/ted-talks-the-official-ted-guide-to-public-speaking
  • Short form - Julian Treasure’s TED Talk - How to speak so that people want to listen : https://www.youtube.com/watch?v=eIho2S0ZahI&list=UULPAuUUnT6oDeKwE6v1NGQxug&index=3
  • Nifdi: https://nifdi.app/
  • The Pros & Cons of Native vs Non-Native (Graph Databases) June 7 + 8th:
    • APAC: https://neo4j.com/event/neo4j-finding-the-right-graph-database-the-pros-cons-of-native-vs-non-native-asia-pacific-june-8/
    • EMEA: https://neo4j.com/event/neo4j-finding-the-right-graph-database-the-pros-cons-of-native-vs-non-native-europe-june-8/
    • US: https://neo4j.com/event/neo4j-finding-the-right-graph-database-the-pros-cons-of-native-vs-non-native-june-8/
  • LLMs and Knowledge Graphs June 13th: https://neo4j.com/event/large-language-models-and-knowledge-graphs/
  • Meetup at our office in Sweden: June 15 https://neo4j.com/event/meetup-neo4j-office-malmo/
  • Mock Data Presentation at Tokyo Meetup June 23: https://neo4j.com/event/how-to-create-interconnected-synthetic-data-meetup-in-tokyo/

View Details

Submit your audio question for the GraphStuff.FM podcast: https://www.speakpipe.com/GraphStuff

  • The F#orce Awakens (video) https://www.youtube.com/watch?v=EI8a6hFFRGQ
  • Star Wars social networks: the force awakens (blog post): http://evelinag.com/blog/2016/01-25-social-network-force-awakens/
  • JT’s Star Wars video from last year: https://www.youtube.com/watch?v=fdPWH4P4V5A
  • Arrows-to-Data-Importer app: https://dev.neo4j.com/arrows-to-data-importer
  • Graph Aware GPT4: https://neo4j.com/developer-blog/context-aware-knowledge-graph-chatbot-with-gpt-4-and-neo4j/
  • LangChain + Neo4j: https://towardsdatascience.com/integrating-neo4j-into-the-langchain-ecosystem-df0e988344d2
  • Medium article - Twitch Graph Network Analysis Using Neo4:https://noceurin.medium.com/twitch-graph-network-analysis-using-neo4j-ed981fe9302d
  • Using apoc to load large-scale data sets from JSON or CSV: https://aura.support.neo4j.com/hc/en-us/articles/1500012376402-Using-apoc-to-conditional-loading-large-scale-data-set-from-JSON-or-CSV-files
  • Neo4j-admin import docs: https://neo4j.com/docs/operations-manual/current/tutorial/neo4j-admin-import/
  • SchemaSmith for Data Governance: https://www.youtube.com/watch?v=xEaC6ArmSlw
  • APOC updates with v5: https://towardsdatascience.com/what-happened-with-apoc-in-neo4j-v5-core-and-extended-edition-23994cdf0a2c
  • APOC Core documentation: https://neo4j.com/docs/apoc/5/
  • APOC Extended documentation: https://neo4j.com/labs/apoc/5/
  • BigQuery Data Connector for Neo4j: https://neo4j.com/partners/google/big-query/
  • "Describing a property graph data model" https://medium.com/neo4j/describing-a-property-graph-data-model-d203c389546e
  • GraphAcademy Updates: https://medium.com/neo4j/graphacademy-new-updated-courses-in-q1-2023-4df6af935e5a
  • May 2 - Graph Summit Sydney: https://neo4j.com/graphsummit/sydney/
  • May 8 - Graph Summit Melbourne: https://neo4j.com/graphsummit/melbourne/
  • May 31 - GraphAcademy Live: Cypher Fundamentals (w/ ABK): https://www.meetup.com/graphdb-uk/events/292251983/

View Details

  • Call for Community Speakers: https://dev.neo4j.com/submit-your-talk
  • Neo4j User Survey: https://docs.google.com/forms/d/e/1FAIpQLSeDbYReEL8JXtlNKsBodtAUnlkuGsAdWJLAQornvxWihembMQ/viewform
  • Data Importer File Filter: https://neo4j.com/developer-blog/neo4j-data-importer-introducing-file-filtering/
  • Bloom Slicer: https://neo4j.com/docs/bloom-user-guide/current/bloom-tutorial/slicer/
  • Experimental Client APIs: https://medium.com/neo4j/a-new-steer-for-the-neo4j-drivers-ed3de051209e
  • Additional 5.6 release notes: https://neo4j.com/release-notes/database/neo4j-5/
  • Intro to Neo4j Workshop Recording: https://www.youtube.com/watch?v=otCRuINPUak
  • Intermediate Cypher Workshop Recording: https://www.youtube.com/watch?v=IJBTdWig564
  • Building a Routing Application Workshop Recording:
  • Register for Spring Data Workshop: https://go.neo4j.com/WBR-230412-Training-Series---Spring-Data-Neo4j-DevRel_Registration2.html
  • FOSDEM 23 Graph Systems + Algos Devroom Sessions: https://fosdem.org/2023/schedule/track/graph_systems_and_algorithms/
  • Raspberry Pi Neo4j v5 Installation instructions: https://gist.github.com/jalakoo/7b854f9c60c237f2d6f8c9fd5ca1356f
  • Tomaz Bratanic’s Knowledge Graph-Based Chatbot With GPT-3 and Neo4j article: https://medium.com/neo4j/knowledge-graph-based-chatbot-with-gpt-3-and-neo4j-c4ebbd325ed
  • Open Sanctions With Friedrich Lindenberg: https://www.youtube.com/watch?v=T3uGVrrMeTo
  • Linkurious partnership: resources.linkurious.com/openscreening
  • Max Andersson’s Innovation Vertex Podcast with Filip Asblom of Digital Tvilling: https://www.youtube.com/watch?v=NS3xEFR1jCA
  • Hoare Lea’s Will Reynold’s presentation: https://www.youtube.com/watch?v=OOihIxbo0dE
  • David Meza’s Keynote from KGC 2022: https://www.youtube.com/watch?v=K2EWl7Mn9Ac
  • Bloom Coordinate Layout: https://www.youtube.com/watch?v=ZYIasTOhLtI
  • Varun Shenoy’s GraphGPT app: https://graphgpt.vercel.app
  • Alison Cossette’s Interview with Varun Shenoy: https://www.youtube.com/watch?v=A6uTdDs6E-E
  • FastRP’s Memory Estimation: https://neo4j.com/docs/graph-data-science/current/machine-learning/node-embeddings/fastrp/#algorithms-embeddings-fastrp-examples-memory-estimation
  • Neo4j Fabric: https://neo4j.com/docs/operations-manual/4.4/fabric/introduction/#fabric-fabric-concepts
  • Graph Summit in Munich: https://neo4j.com/event/graphsummit-munich-2/
  • 2023 Knowledge Graph Conference in NYC: https://www.knowledgegraph.tech
  • Opportunity at Neo4j - Technical Curriculum Developer: https://boards.greenhouse.io/neo4j/jobs/4030477006?gh_jid=4030477006
  • Submit questions and your top dev tools to: https://www.speakpipe.com/GraphStuff

View Details

  • OpenCypher: http://opencypher.org/
  • ChatGPT: https://openai.com/blog/chatgpt
  • Introduction To Cypher: https://neo4j.com/docs/getting-started/current/cypher-intro/
  • Create Neo4j Database Model with ChatGPT: https://neo4j.com/developer-blog/create-neo4j-database-model-with-chatgpt/
  • Use ChatGPT to Query Your Neo4j Database: https://towardsdatascience.com/use-chatgpt-to-query-your-neo4j-database-78680a05ec2#d083-cf615c9d7f04
  • Maximising Efficiency: The Power of ChatGPT and Neo4j for Creating and Importing Sample Datasets: https://neo4j.com/developer-blog/chatgpt-neo4j-import-sample-dataset/
  • Graph Data Science with Neo4j Book: https://medium.com/@st3llasia/graph-data-science-with-neo4j-book-e7f32cfa41cc
  • Neo4j (slow) Query Logs: https://neo4j.com/docs/operations-manual/current/monitoring/logging/#query-logging
  • Neo4j Query Tuning Guide: https://neo4j.com/docs/cypher-manual/current/query-tuning/
  • Neo4j Live: Wardley Mapping with Neo4j: https://www.youtube.com/watch?v=UKvjYZ2kiNY
  • Full Stack GraphQL Book Series: https://www.youtube.com/playlist?list=PL9Hl4pk2FsvVg3c74thYEWVsCPPVB1qqn
  • Going Meta - Ep 13: Creating (and RDF-izing) virtual graphs over external data: https://www.youtube.com/watch?v=FoHAyBhcH4s
  • Neo4j Live: Neo4j VS Code Extension: https://www.youtube.com/watch?v=kSH4eqNARAw
  • Alison’s next LinkedIn Livecast: https://www.linkedin.com/posts/alison-cossette-7115857_join-me-and-varun-shenoy-from-stanford-university-activity-7034149009019535362-4mMP?utm_source=share&utm_medium=member_desktop
  • How Cypher changed in Neo4j v5: https://towardsdatascience.com/how-cypher-changed-in-neo4j-v5-d0f10cbb60bf
  • Exists Subqueries: https://neo4j.com/docs/cypher-manual/current/syntax/expressions/#existential-subqueries
  • OSMNX library: https://github.com/gboeing/osmnx
  • GraphGPT: https://github.com/varunshenoy/GraphGPT
  • Streamlit: https://streamlit.io/
  • Arrows: https://arrows.app/
  • Data-Importer: https://data-importer.graphapp.io/
  • Jason’s Mock Graph Data Generator: https://github.com/jalakoo/mock-graph-data-generator

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  • Neo4j in 100 seconds by Fireship: https://www.youtube.com/watch?v=T6L9EoBy8Zk
  • Under the Hood Series w/ Chris Gioran: https://www.youtube.com/playlist?list=PL9Hl4pk2FsvWn1M0HMOta_9YpN930Ai8R
  • Nodes 2022 Keynote w/ Nicholas Christakis: https://www.youtube.com/watch?v=hCMv4UJo--4
  • How to get all connected nodes and relationships of a particular node: https://community.neo4j.com/t5/neo4j-graph-platform/how-to-get-all-the-connected-nodes-and-relationship-of-a/td-p/28464
  • Gartner Magic Quadrant Cloud DBMS 2022: https://neo4j.com/blog/neo4j-recognized-for-the-first-time-in-the-2022-gartner-magic-quadrant-for-cloud-database-management-systems/
  • Workspace in AuraDB from Nodes 2022 w/ John Stegeman: https://www.youtube.com/watch?v=rPnOuZ_YZj8&list=PL9Hl4pk2FsvWPcphew_GbLjCWvMpmh4mV&index=43
  • GraphQL Quickstart from GraphConnect 2022 w/ Max Andersson: https://www.youtube.com/watch?v=saerwmnZolQ
  • Top 10 Cypher Tuning Tips & Tricks from GraphConnect 2022 w/ Michael Hunger: https://www.youtube.com/watch?v=DAlWoamQ41Q
  • Neo4j Driver Best Practices from GraphConnect 2022 w/ David Allen: https://www.youtube.com/watch?v=WV_xe2OF7bk
  • How to import JSON using Cypher and APOC from GraphConnect 2022 w/ Eric Monk: https://youtu.be/PshmP_fXBRs
  • Discovering Aura Free with Fun Datasets w/ Michael Hunger & Alex Erdl: https://www.youtube.com/playlist?list=PL9Hl4pk2FsvVZaoIpfsfpdzEXxyUJlAYw
  • Explore Graphs Visually with Jupyter Notebooks from Nodes 2022 w/ Sebastian Muller: https://www.youtube.com/watch?v=M_PbbMVg4ME&list=PL9Hl4pk2FsvWPcphew_GbLjCWvMpmh4mV&index=64
  • Maintain Companion Plant Knowledge Graph in Google Sheets + Neo4j by Sixing Huang: https://towardsdatascience.com/maintain-a-companion-plant-knowledge-graph-in-google-sheets-and-neo4j-4142c0a5065b
  • Error when trying to invoke Cypher procedure apoc.spatial.geocodeOnce: https://community.neo4j.com/t5/neo4j-graph-platform/error-when-trying-to-invoke-cypher-procedure-apoc-spatial/td-p/36158
  • GDS in Python to Improve ML Models by Tomaz Bratanic: https://neo4j.com/developer-blog/using-neo4j-graph-data-science-in-python-to-improve-machine-learning-models/
  • A Universe of Knowledge Graphs w/ Dr. Maya Natarajan & Dr. Jesus Barrasa: https://www.youtube.com/watch?v=Ei-pYtYS6UY
  • Neo4j VS Code Extension by Adam Cowley: https://neo4j.com/developer-blog/run-cypher-without-leaving-your-ide-with-neo4j-vscode-extension/
  • Cymple Library: https://github.com/Accenture/Cymple
  • Pypher Library: https://github.com/emehrkay/Pypher
  • Flat Graph GitHub action: https://github.com/marketplace/actions/flat-graph

View Details

  • Try the new GraphAcademy today: https://graphacademy.neo4j.com/
  • Introducing the New GraphAcademy blog post: https://medium.com/neo4j/introducing-the-new-graphacademy-45b0df491a23
  • Adam's "Improving the Neo4j Developer Experience with Neo4j" talk at NODES 2021: https://www.youtube.com/watch?v=D4dTBzZ4uC8&list=PL9Hl4pk2FsvXfH-q5aghB2g7AlIztqoaf&index=3
  • Follow Adam on Twitter: https://twitter.com/adamcowley

Limited Edition T-shirt OfferComplete the Neo4j Fundamentals and Cypher Fundamentals courses within a week and provide feedback and you could be sporting a limited edition GraphAcademy t-shirt inspired by Experimental Jetset’s “John & Paul & Ringo & George” design.

Simply complete the courses, use the feedback widget to provide some feedback, and send an email to graphacademy@neo4j.com with a link to your profile and any likes or dislikes about the experience before 23:59:59 PT on Sunday 31 October 2021. See the blog post for more info.

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  • Neo4j Sandbox: https://neo4j.com/sandbox/
  • OpenStreetMap Neo4j Sandbox: https://sandbox.neo4j.com/?usecase=openstreetmap
  • Neo4j Graph Examples: https://github.com/neo4j-graph-examples
  • Google dataset search: https://datasetsearch.research.google.com/
  • Meetup API: https://www.meetup.com/meetup_api/
  • Working with the Meetup API & Neo4j: https://github.com/moxious/meetup-dataset
  • NYTimes API: https://developer.nytimes.com/
  • Working with NYTimes data in Neo4j: https://github.com/johnymontana/news-graph
  • 538 datasets: https://github.com/fivethirtyeight/data
  • Data Is Plural weekly mailing list: https://www.data-is-plural.com/
  • Open Library API: https://openlibrary.org/developers/api
  • Yelp Data Challenge: https://www.yelp.com/dataset
  • Companies House - GOV.UK: https://www.gov.uk/government/organisations/companies-house
  • New York City data portal: https://opendata.cityofnewyork.us/
  • Philadelphia data portal: https://www.opendataphilly.org/
  • San Francisco data portal: https://datasf.org/opendata/
  • US public data on GitHub: https://github.com/unitedstates
  • OpenElections data on GitHub: https://github.com/openelections
  • Using Google Forms with Neo4j: https://neo4j.com/developer-blog/getting-to-know-you-getting-to-know-all-about-you/
  • Neo4j Twitch channel: https://www.twitch.tv/neo4j
  • Neo4j YouTube channel: https://www.youtube.com/neo4j
  • Video series: Discovering Aura Free WIth Fun Datasets: https://www.youtube.com/playlist?list=PL9Hl4pk2FsvVZaoIpfsfpdzEXxyUJlAYw
  • CSVKit: https://csvkit.readthedocs.io/en/latest/
  • Dedupe.io: https://dedupe.io/
  • APOC text functions: https://neo4j.com/labs/apoc/4.1/misc/text-functions/
  • APOC import procedures: https://neo4j.com/labs/apoc/4.1/import/
  • Cypher LOAD CSV: https://neo4j.com/developer/guide-import-csv/
  • Arrows.app for graph data modeling: https://arrows.app/
  • neo4j-admin import (bulk import tool): https://neo4j.com/docs/operations-manual/current/tools/neo4j-admin/neo4j-admin-import/
  • Neo4j ETL Tool: https://neo4j.com/labs/etl-tool/
  • Neo4j Drivers & Language guides: https://neo4j.com/developer/language-guides/

View Details

  • NODES 2021 Keynote video: https://www.youtube.com/watch?v=4ZCs83_iHU8
  • Neo4j 4.3 blog post: https://neo4j.com/blog/introducing-neo4j-4-3-the-fastest-path-to-graph-productivity/
  • What New in Neo4j 4.3 video: https://www.youtube.com/watch?v=9klz_c7MPJ4
  • Neo4j 4.3 release notes: https://neo4j.com/release-notes/neo4j-4-3-0/
  • Neo4j 4.3 Blog Series: Relationship Indexes: https://neo4j.com/developer-blog/neo4j-4-3-blog-series-relationship-indexes/
  • Neo4j Raises The Largest Funding Round In Database History: https://neo4j.com/blog/neo4j-raises-largest-funding-round-database-history/
  • Announcing $10k Leonhard Euler Idea Contest Winners: https://neo4j.com/developer-blog/announcing-10-000-leonhard-euler-idea-contest-winners/
  • Neo4j GraphQL hackathon project gallery: https://neo4j-idea-contest-2021.devpost.com/project-gallery
  • Neo4j Graph Data Science Library 1.6: Fastest Path to Production: https://neo4j.com/blog/neo4j-graph-data-science-library-1-6-fastest-path-to-production/
  • Neo4j Bloom: https://neo4j.com/product/bloom/
  • Neo4j Aura Free Tier: https://neo4j.com/blog/announcing-early-access-neo4j-aura-free-tier/
  • The Trillion Relationship Graph code: https://github.com/neo4j/trillion-graph
  • Behind The Scenes of Creating The World's Biggest Graph Database: https://neo4j.com/developer-blog/behind-the-scenes-worlds-biggest-graph-database/

View Details

  • Neo4j Connectors page: neo4j.com/product/connectors
  • Neo4j Connector for Apacha Kafka: neo4j.com/labs/kafka/
  • Neo4j Connector for Business Intelligence: neo4j.com/bi-connector/
  • Neo4j Connector for Apache Spark: neo4j.com/product/connectors/apache-spark-connector
  • The Neo4j GraphQL library: neo4j.com/product/graphql-library/
  • Using Retool with Neo4j GraphQL: neo4j.com/developer-blog/create-your-own-dashboard-using-retool-with-neo4j/
  • Follow David Allen on Twitter: twitter.com/mdavidallen

View Details

  • Full agenda and free registration for the NODES 2021 online conference here: https://dev.neo4j.com/nodes

View Details

  • Full agenda and free registration for the NODES 2021 online conference here: https://dev.neo4j.com/nodes

View Details

  • Register for NODES 2021 here: https://dev.neo4j.com/nodes
  • David's FastGraph project on GitHub: https://github.com/dudikbender/fast-graph

View Details

  • Register for NODES 2021 here: https://dev.neo4j.com/nodes
  • Follow Tomaz on Twitter: https://twitter.com/tb_tomaz

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  • Get started with Neo4j Sandbox:  https://neo4j.com/sandbox/
  • Join the graph community April 15th at Global Graph Celebration Day: https://globalgraphcelebrationday.com/
  • Register for the Neo4j Online Developer Expo & Summit (NODES): https://neo4j.com/nodes-2021/
  • Chat with the Neo4j community on Discord: https://discord.gg/neo4j

00:00 - 02:12 Introduction

02:12 - 09:38 Comparing Graph Native & RDBMS

09:38 - 29:50 What are good and poor fits for graph native?

29:50 - 41:08 Graph native as a general purpose database

View Details

  • Neo4j Graph Data Platform developer guide: https://neo4j.com/developer/graph-platform/
  • Download Neo4j Desktop: https://neo4j.com/download/
  • Neo4j Aura: https://neo4j.com/cloud/aura/
  • Neo4j Aura free tier: https://neo4j.com/cloud/aura/free/
  • Graph App gallery: https://install.graphapp.io/
  • Documentation for building graph apps: https://neo4j.com/developer/graph-apps/building-a-graph-app/
  • Neo4j Language drivers: https://neo4j.com/developer/language-guides/
  • Neo4j GraphQL: https://neo4j.com/developer/graphql/
  • Neo4j Bloom: https://neo4j.com/product/bloom/
  • Neo4j Graph Data Science: https://neo4j.com/product/graph-data-science-library/
  • Neo4j Connectors: https://neo4j.com/product/connectors/
  • Neo4j Connector for Business Intelligence: https://neo4j.com/bi-connector/
  • Neo4j Connector for Apache Spark: https://neo4j.com/developer/spark/
  • Neo4j Connector for Apache Kafka: https://neo4j.com/labs/kafka/4.0/
  • Neo4j Labs: https://neo4j.com/labs/
  • APOC: https://neo4j.com/labs/apoc/
  • Neosemantics: https://neo4j.com/labs/neosemantics/
  • GRANDstack: https://grandstack.io/
  • Neo4j Sandbox: https://neo4j.com/sandbox/

00:00 - 01:54 Introduction

01:54 - 10:44 History of Neo4j & The Evolution From Graph Database To Graph Platform

10:44 - 16:29 Components of the Neo4j Graph Data Platform, Neo4j Database, & Graph Native

16:29 - 21:34 Neo4j Desktop, Using Neo4j in the Cloud, & On-Prem

21:34 - 27:11 Neo4j Browser & Low-Code Graph Apps

27:11 - 32:40 Neo4j Language Drivers & Building APIs

32:40 - 38:00 Graph Data Science, Analytics, & Visualization

38:00 - 49:41 Neo4j Connectors & Neo4j Labs

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  • Share your graph story at NODES 2021: https://www.papercall.io/nodes-2021​
  • Register for NODES 2021 & view previous year's videos: https://neo4j.com/nodes-2021/
  • Subscribe to the GraphStuff.FM podcast: https://graphstuff.fm/​
  • Follow Lju on Twitter: @ElLazal​
  • Follow Will on Twitter: @lyonwj

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Meet your hosts, Lju and Will as we preview a few of the topics coming up next on GraphStuff.FM