FLiP-EdgeAI-PHLAI
Building FLiPN Stack Edge AI Applications
Conference
https://www.comcastlabsconnect.com/2022-phlai
Comcast Technology Center 1800 Arch Street Philadelphia, PA 19103
2:00 PM — 2:30 PM
Track One (RJR Forum)
“Building FLiPN Stack Edge AI applications” presented by Tim Spann (StreamNative — Developer Advocate)
⭐ Building FLiPN Stack Edge AI Apps
1️⃣ Deploy Pulsar Cluster (or use StreamNative Cloud)
2️⃣ Deploy a Device (NVIDIA Jetson Nano, Xavier, Raspberry Pi, etc…)
🏭 3️⃣ Build your Edge Application Skeleton (Python, Java, Go)
4️⃣ Use Model From an Existing Model Zoo or Build a New One (Data Scientist)
5️⃣ Deploy your model (can be utilizing feature store including Pulsar Function Store)
6️⃣ Call ML libraries or models from your application
7️⃣ (Optional) Edge Pulsar Cluster can Run Pulsar Functions with ML
8️⃣ Classification Results Published to Pulsar Topics
9️⃣ Classification Subscriptions for Users of Results
1️⃣0️⃣ Access via MQTT, AMQP, Kafka, Pulsar, WebSockets, Flink, Spark, Java, Python, Golang, Kotlin, Scala, NodeJS, C++, C#, Jupyter Notebooks, DeltaLake, Presto SQL, …
Articles
- https://streamnative.io/blog/engineering/2021-11-17-building-edge-applications-with-apache-pulsar/
- https://github.com/tspannhw/FLiPStackWeekly
- https://dzone.com/articles/deploying-ai-with-an-event-driven-platform
- https://medium.com/@tspann/building-edge-applications-with-apache-pulsar-46da10d27a7a
- https://dzone.com/articles/real-time-edge-application-with-apache-pulsar
- https://www.datainmotion.dev/2021/08/building-bad-titles-for-talks.html
- https://dzone.com/articles/five-sensors-real-time-with-pulsar-and-python-on-a
Videos
- https://www.youtube.com/watch?v=RzcF98niJMU&t=80s
- https://mlconf.com/sessions/event-driven-machine-learning-at-scale/
- https://www.youtube.com/watch?v=Z-ouNEoiF2E&t=1680s
- https://www.youtube.com/watch?v=pfhoF3yTdHU&t=725s
- https://www.youtube.com/watch?v=zlSbJxrmgh0&t=470s
- https://www.youtube.com/watch?v=BlsQyVi-B-Y&t=78s
- https://www.youtube.com/watch?v=vV1E6KDF5-0&t=40s
- https://www.youtube.com/watch?v=vJdbdTemBnQ&t=23s
Code
- https://github.com/tspannhw/FLiPStackWeekly/blob/main/README.md
- https://github.com/tspannhw/FLiP-Py-ADS-B
- https://github.com/tspannhw/FLiP-EdgeAI
- https://github.com/tspannhw/FLiP-IoT
- https://github.com/tspannhw/pulsar-sentiment-function
- https://github.com/tspannhw/pulsar-chat-function
- https://github.com/tspannhw/ScyllaFLiPSTheStream
- https://github.com/tspannhw/nifi-djlsentimentanalysis-processor
- https://github.com/tspannhw/FLiP-Meetup-Chat
- https://github.com/tspannhw/FLiPS-SparkOnPulsar
- https://github.com/tspannhw/nlp-utilities
- https://github.com/tspannhw/nifi-djlqa-processor
