Graph Algorithms and Vectors with Neptune Analytics | S02 EP08 | Lets Talk About Data

• Neptune Database is transactional, persistent SSD storage
• Neptune ML connects Neptune DB to SageMaker for ML
• Neptune Analytics is a new service launched at re:Invent for analytical graph workloads, with the graph fully in memory for faster performance
• Easy to get started with Neptune notebooks and sample data sets
• Use cases like clustering, community detection for large social networks
• Supports vector similarity search and embedding directly on the graph
• Can load data from Neptune DB snapshots or bulk files into Neptune Analytics
• Output can be exported or written back to Neptune DB
• Common combination is using Neptune DB for persistence plus Analytics for temporary analytical jobs

Hosts of the show 🎤

Guests 🎤

Links from today's episode

• Neptune Snackables playlist: https://www.youtube.com/watch?v=QqqZgmVsxlM&list=PLhr1KZpdzukfS8UlzkdZFzn86t90hUT6i
• Swami’s Keynote speech, introducing Neptune Analytics: https://youtu.be/8clH7cbnIQw?t=3792
• What is Neptune Analytics: https://docs.aws.amazon.com/neptune-analytics/latest/userguide/what-is-neptune-analytics.html
• How to start using Neptune Analytics: https://docs.aws.amazon.com/neptune-analytics/latest/userguide/create-notebook-cfn.html
• Financial Risk Analysis demo (using community detection algorithms): https://fraudanalytics.demos.neptune.aws.dev/
• Neptune Database and Neptune Analytics: Which one is for me? https://www.youtube.com/watch?v=QqqZgmVsxlM&list=PLhr1KZpdzukfS8UlzkdZFzn86t90hUT6i
• Neptune Notebooks
  • Path Finding (Air Routes data set)
    • https://github.com/aws/graph-notebook/blob/main/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/02-Path-Finding-Algorithms.ipynb
  • Non-VSS (Air Routes data set)
    • https://github.com/aws/graph-notebook/blob/main/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/05-Similarity-Algorithms.ipynb
  • VSS (Air Routes data set)
    • https://github.com/aws/graph-notebook/blob/main/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/06-Vector-Similarity-Algorithms.ipynb