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