GenAI solutions with LangChain: Lance Martin on LLMs, agents, evals, and more!

GraphStuff.FM: The Neo4j Graph Database Developer Podcast

• 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/