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Udemy - Mastering Vector Databases and Embedding Models in 2025

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Title: UdemyGroup: NOGRPSource: Udemy
Info Hash
D61F3DA245305390F7A50DBFE0060E3C5B818D2F
Source
Unverified
Total Size
790.74 MB
Total Files
49
Seeders
1
Leechers
4
Health
0.20
Score
6
Type
Bookware

File List

FileSize
Get Bonus Downloads Here.url180 B
~Get Your Files Here !/1 - Foundations of Embeddings & Similarity/1. What Are Embeddings.en_US.srt5.53 KB
~Get Your Files Here !/1 - Foundations of Embeddings & Similarity/1. What Are Embeddings.mp412.16 MB
~Get Your Files Here !/1 - Foundations of Embeddings & Similarity/2. Section 1 Notebook.html5.43 KB
~Get Your Files Here !/1 - Foundations of Embeddings & Similarity/2. Section1_Notebook.ipynb.bin307.23 KB
~Get Your Files Here !/1 - Foundations of Embeddings & Similarity/3. Creating & Visualizing Embeddings with Sentence Transformers.en_US.srt7.3 KB
~Get Your Files Here !/1 - Foundations of Embeddings & Similarity/3. Creating & Visualizing Embeddings with Sentence Transformers.mp454.9 MB
~Get Your Files Here !/1 - Foundations of Embeddings & Similarity/4. Understanding Vector Similarity Metrics.en_US.srt8.1 KB
~Get Your Files Here !/1 - Foundations of Embeddings & Similarity/4. Understanding Vector Similarity Metrics.mp435.84 MB
~Get Your Files Here !/1 - Foundations of Embeddings & Similarity/5. Creating a Mini-Search Engine Using Embeddings.en_US.srt3.36 KB
~Get Your Files Here !/1 - Foundations of Embeddings & Similarity/5. Creating a Mini-Search Engine Using Embeddings.mp412.71 MB
~Get Your Files Here !/2 - Choosing and Using Embedding Models/10. Fine-Tuning Embedding Models with Contrastive Loss.en_US.srt15.72 KB
~Get Your Files Here !/2 - Choosing and Using Embedding Models/10. Fine-Tuning Embedding Models with Contrastive Loss.mp4117.44 MB
~Get Your Files Here !/2 - Choosing and Using Embedding Models/10. Fine_Tuning_Embedding_Models.ipynb.bin257.54 KB
~Get Your Files Here !/2 - Choosing and Using Embedding Models/6. Embedding_Models_Tokenizer_&_Architecture.ipynb.bin32.98 KB
~Get Your Files Here !/2 - Choosing and Using Embedding Models/6. Understanding Embedding Models Tokenizer & Architecture.en_US.srt16.02 KB
~Get Your Files Here !/2 - Choosing and Using Embedding Models/6. Understanding Embedding Models Tokenizer & Architecture.mp4102.33 MB
~Get Your Files Here !/2 - Choosing and Using Embedding Models/7. Evaluating and Selecting Text Embedding Models.en_US.srt8.27 KB
~Get Your Files Here !/2 - Choosing and Using Embedding Models/7. Evaluating and Selecting Text Embedding Models.mp458.95 MB
~Get Your Files Here !/2 - Choosing and Using Embedding Models/8. Multimodal Models - A Brief Overview.en_US.srt4.99 KB
~Get Your Files Here !/2 - Choosing and Using Embedding Models/8. Multimodal Models - A Brief Overview.mp413.54 MB
~Get Your Files Here !/2 - Choosing and Using Embedding Models/9. Multimodal_Embeddings.ipynb.bin119.96 KB
~Get Your Files Here !/2 - Choosing and Using Embedding Models/9. Working with Multimodal Models in Transformers.en_US.srt9.22 KB
~Get Your Files Here !/2 - Choosing and Using Embedding Models/9. Working with Multimodal Models in Transformers.mp456.92 MB
~Get Your Files Here !/3 - How Vector Databases Work/11. Introduction to Vector Database Indexing & Retrieval Strategies.en_US.srt6.8 KB
~Get Your Files Here !/3 - How Vector Databases Work/11. Introduction to Vector Database Indexing & Retrieval Strategies.mp418.13 MB
~Get Your Files Here !/3 - How Vector Databases Work/12. HNSW - Indexing & Retrieval Explained.en_US.srt8.64 KB
~Get Your Files Here !/3 - How Vector Databases Work/12. HNSW - Indexing & Retrieval Explained.mp422.38 MB
~Get Your Files Here !/3 - How Vector Databases Work/13. FAISS_Implementations.ipynb.bin162.56 KB
~Get Your Files Here !/3 - How Vector Databases Work/13. Section 3 Notebook.html5.44 KB
~Get Your Files Here !/3 - How Vector Databases Work/14. HNSW Implementation in FAISS.en_US.srt8.8 KB
~Get Your Files Here !/3 - How Vector Databases Work/14. HNSW Implementation in FAISS.mp463.93 MB
~Get Your Files Here !/3 - How Vector Databases Work/15. IVF - Indexing & Retrieval Explained.en_US.srt7.48 KB
~Get Your Files Here !/3 - How Vector Databases Work/15. IVF - Indexing & Retrieval Explained.mp420.2 MB
~Get Your Files Here !/3 - How Vector Databases Work/16. IVF Implementation in FAISS.en_US.srt3.44 KB
~Get Your Files Here !/3 - How Vector Databases Work/16. IVF Implementation in FAISS.mp416.87 MB
~Get Your Files Here !/4 - Vector Databases Landscape & Applications/17. Overview of Vector Database Landscape + Pinecone Introduction.en_US.srt7.13 KB
~Get Your Files Here !/4 - Vector Databases Landscape & Applications/17. Overview of Vector Database Landscape + Pinecone Introduction.mp420.3 MB
~Get Your Files Here !/4 - Vector Databases Landscape & Applications/18. Section 4 Notebook.html5.39 KB
~Get Your Files Here !/4 - Vector Databases Landscape & Applications/18. VectorDB_Applications.ipynb.bin204.92 KB
~Get Your Files Here !/4 - Vector Databases Landscape & Applications/19. Semantic Search with Pinecone.en_US.srt10.78 KB
~Get Your Files Here !/4 - Vector Databases Landscape & Applications/19. Semantic Search with Pinecone.mp461.37 MB
~Get Your Files Here !/4 - Vector Databases Landscape & Applications/20. Retrieval Augmented Generation (RAG) with Pinecone.en_US.srt7.73 KB
~Get Your Files Here !/4 - Vector Databases Landscape & Applications/20. Retrieval Augmented Generation (RAG) with Pinecone.mp425.56 MB
~Get Your Files Here !/4 - Vector Databases Landscape & Applications/21. Recommender Systems with Pinecone.en_US.srt6.31 KB
~Get Your Files Here !/4 - Vector Databases Landscape & Applications/21. Recommender Systems with Pinecone.mp456.07 MB
~Get Your Files Here !/4 - Vector Databases Landscape & Applications/22. Bonus Lecture - Free AI Research Newsletter.en_US.srt4.35 KB
~Get Your Files Here !/4 - Vector Databases Landscape & Applications/22. Bonus Lecture - Free AI Research Newsletter.mp419.91 MB
~Get Your Files Here !/Bonus Resources.txt70 B

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