https://github.com/anakin87/neural-search-pills
Knowledge pills on Neural Search
https://github.com/anakin87/neural-search-pills
deep-learning information-retrieval machine-learning machine-reading multimodal-search natural-language-processing neural-search nlp question-answering retrieval-systems search-engines semantic-search transformers vector-search
Last synced: 3 months ago
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Knowledge pills on Neural Search
- Host: GitHub
- URL: https://github.com/anakin87/neural-search-pills
- Owner: anakin87
- License: apache-2.0
- Created: 2022-11-20T18:22:30.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2023-05-08T16:52:49.000Z (about 2 years ago)
- Last Synced: 2025-02-05T05:24:00.130Z (4 months ago)
- Topics: deep-learning, information-retrieval, machine-learning, machine-reading, multimodal-search, natural-language-processing, neural-search, nlp, question-answering, retrieval-systems, search-engines, semantic-search, transformers, vector-search
- Homepage:
- Size: 1.38 MB
- Stars: 25
- Watchers: 2
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# Neural Search Pills
## Foundational concepts
- [What is Neural Search?](pills/neural-search.md)
- [What is Question Answering?](pills/question-answering.md)
## Retrieval
- [Sparse retrieval: Bag-of-words, TF-IDF](pills/sparse-bow-tfidf.md)
- [Sparse retrieval: BM25](pills/sparse-bm25.md)
- [From sparse representations to Language Models](pills/from-sparse-to-lm.md)
- [Dense Passage Retrieval](pills/dpr.md)
- [Sentence Transformers for Dense Retrieval](pills/sbert.md)
- [Retrieve and Re-Rank](pills/retrieve-re-rank.md)
- [Retrieval Evaluation](pills/retrieval-evaluation.md)
## Question Answering
- [Combining document retrieval and machine comprehension for Question Answering](pills/machine-reading-at-scale.md)
- [Machine Reading Models (= Readers)](pills/reader.md)
- [Extractive Question Answering Evaluation](pills/extractive-qa-evaluation.md)
- [Retrieval-based Answer Generation](pills/retrieval-based-answer-generation.md)
## Neural Search Ecosystem
- Vector Search
- Document Stores and Vector Databases
- FAISS
- [Neural Search/LLM frameworks](pills/frameworks.md)
## Misc on Neural Search
- Question Answering on Tables
- Question Generation
- GPL: Generative Pseudo Labeling
- CLIP: Contrastive Language-Image Pre-Training
## Other
- Natural Language Inference models and Zero-Shot Classification
- Model Distillation