SemanticScuttle - klotz.me

Tags: similarity* + machine learning*

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1. Training and Finetuning Embedding Models with Sentence Transformers v3

   This article explains how to use the Sentence Transformers library to finetune and train embedding models for a variety of applications, such as retrieval augmented generation, semantic search, and semantic textual similarity. It covers the training components, dataset format, loss function, training arguments, evaluators, and trainer.

   2024-05-28 Tags: sentence transformers, finetune, embedding, models, similarity, llm, huggingface by klotz
2. Are GPTs Good Embedding Models

   A surprising experiment to show that the devil is in the details

   2024-05-19 Tags: gpt, embedding, machine learning, mteb leaderboard, nlp, similarity, cross entropy by klotz
3. From RAGs to Riches 10 Applications of vector search to deeply understand your data and models

   Image Similarity Search
   Reverse Image Search
   Object Similarity Search
   Robust OCR Document Search
   Semantic Search
   Cross-modal Retrieval
   Probing Perceptual Similarity
   Comparing Model Representations
   Concept Interpolation
   Concept Space Traversal
   Image Similarity Search

   2023-10-26 Tags: llm, rag, similarity, vision, document, search, machine learning by klotz
4. OpenAI Embeddings API Benchmarking

   2022-01-31 Tags: openai, api, word embedding, embedding, nlp, use cases, similarity, clustering, topic modellinf by klotz
5. Documentation — gensim

   2021-09-24 Tags: gensim, tutorials, nlp, word2vec, doc2vec, fasttext, similarity, annoy, lda, machine learning by klotz
6. GitHub - tensorflow/similarity: TensorFlow Similarity is a python package focused on making similarity learning quick and easy.

   2021-09-14 Tags: tensorflow, similarity, github by klotz
7. Embedding the Language of Football Using NLP | by Ofir Magdaci | Jun, 2021 | Towards Data Science

   2021-06-16 Tags: embedding, action, word2vec, soccer, sports, similarity, machine learning, text, nlp by klotz
8. Sentence Similarity With BERT | Towards Data Science

   2021-05-07 Tags: bert, pytorch, nlp, similarity, sentence by klotz
9. PolyFuzz: String matching, grouping, and evaluation. | Towards Data Science

   2020-12-08 Tags: string, matching, machine learning, polyfuzz, python, transformer, levenstein distance, text analysis, similarity, tf-idf, rapidfuzz, fasttext by klotz
10. [P] Hey /r/ML, I made a research paper recommender for Machine Learning /Computer Science, and I would love for you to try it out! Uses embedding representation for each paper: you can get recommendations of a combo of several papers, and TSNE maps of the

    2018-09-15 Tags: machine learning, nlp, search, similarity, visualization by klotz

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