Implement a Search Engine - Alexey Grigorev

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  • Опубліковано 3 сер 2024
  • In this workshop, Alexey Grigorev gave a hands-on tutorial about building a search engine from the ground up focusing on text and vector search methods.
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    Code: github.com/alexeygrigorev/bui...
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    0:00 Introduction and overview
    0:56 Introduction to retrieval augmented generation (RCK) system
    2:07 Explanation of toy search engine and in-memory index concept
    5:04 Building a system for answering questions using the FAQ dataset
    12:03 Setting up the environment and installing libraries
    17:46 Implementing text search with scikit-learn
    38:03 Combining scores and weighting different fields in the search
    50:12 Implementing and using a text search class
    55:06 Introduction to vector search and dimensionality reduction
    1:06:10 Introduction to BERT and using transformers for embeddings
    1:13:10 Practical implementation aspects and tools for efficient search
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