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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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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🔗 CONNECT WITH ALEXEY
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Linkedin - / agrigorev
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Great insight Alexey :)
You're live and sounds good
Thank you