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Machine Learning Study Note

To record my journey of having fun with machine learning!

Summary

  • Sep 2023, started cpsc 340, my first step
  • Back-Propagation Learning
  • Jan 2024, taking CPSC 440 Advanced Machine Learning
  • Vector Embedding and Vector Databases Learning
  • RAG Applications

Toy Project experimenting with Pinecone VectorDB

  • It's a semantic search toy project, searching for top k nearest answers to a query
  • Used embedding model to transform text data to vectors
  • Used Pinecone API to create vector index and upsert embedded data
  • Embedded query to query vector and queried vector db