(Takku) Junjie Li bio photo

(Takku) Junjie Li

Currently in Bothell, WA, USA. Passionate about machine learning (optimazation and system) and coding in general, while exploring the world and myself.

Github Email LinkedIn Twitter

Emojis Search

  • Implemented as a Retrieval-Augmented Generation(RAG) app using Langchain, integrating with Amazon OpenSearch Serverless as vector databases and AWS Bedrock services for embedding.

  • Constructed as distributed with Consul for service discovery, NGINX for load balancing, and OpenTelemetry for tracing, and Kafka for event streaming to enhance performance, scalability, and observability.

  • Containerized the application with Docker and deployed it on Google Kubernetes Engine using a CI/CD pipeline with GitHub Actions, streamlining the development workflow.

Check the repo of this project in github for more details:

Repo: