PDF to Vector DB: Smarter Chunking with spaCy ๐
Learn how to improve PDF chunking using spaCy for enhanced AI search in Pinecone's vector database. Part 6 of the tutorial series.

Abhishek Jain
301 views โข Apr 21, 2025

About this video
Vector Database | Pinecone Tutorial Part 6 : Smarter PDF Chunking with spaCy for Better AI Search!
In Part 6 of our Vector Database Tutorial Series, we take a major step forward. Instead of basic hardcoded logic to chunk PDF content, we use spaCyโa powerful NLP libraryโto intelligently segment content based on real language structure. This makes your vector search and retrieval far more accurate and production-ready.
In This Video Youโll Learn:
1. Why traditional chunking logic is limiting
2. How spaCy improves context-aware chunking
3. Code walkthrough of the enhanced PDF loader
4. How to feed semantically rich chunks into Pinecone
Use Cases to use built code in this video:
1. Chat with PDFs
2. Compliance Intelligence & Search
3. Internal knowledge bases
4. Document Q&A systems
https://github.com/vardhmanandroid2015/vector_database_tutorial
https://gitlab.com/beyond_the_technology/vector_database_tutorial
#vectordatabase #pineconetutorial #semanticsearch #whatisvectordatabase #pineconevectordb #aisearchengine #embeddingsexplained #pineconeforbeginners #semanticsimilarity #openaienbeddings #pineconelangchain #pineconevsfaiss
#pineconetutorialforbeginners #ragarchitecture #chatgptsearchmemory #machinelearningdatabase #aidocumentsearch #pineconeyoutubeseries #vectordbtutorial #aibackend
#pinecone #vectorDatabase #semanticSearch #pineconeTutorial #openAI #huggingface #embeddingModels #aiSearch #pineconeAPI #ragArchitecture #cosineSimilarity #dotProduct #metricExplained #dimensionExplained #pineconeFunctions #pineconePython #vectorIndex #pineconeDashboard #pineconeVsFaiss #aiBackend
#pinecone #vectordatabase #embeddingmodels #pythonai #semanticsearch #aiembeddings #pineconetutorial #embeddingvectors #llmtutorial #vectorsearch #machinelearning #multilinguale5 #vectorupsert #cosinesimilarity #retrievalaugmentedgeneration #ragpipeline #pineconeai #openai #langchain #aidevelopment #spacy #nlp #spacychunking
In Part 6 of our Vector Database Tutorial Series, we take a major step forward. Instead of basic hardcoded logic to chunk PDF content, we use spaCyโa powerful NLP libraryโto intelligently segment content based on real language structure. This makes your vector search and retrieval far more accurate and production-ready.
In This Video Youโll Learn:
1. Why traditional chunking logic is limiting
2. How spaCy improves context-aware chunking
3. Code walkthrough of the enhanced PDF loader
4. How to feed semantically rich chunks into Pinecone
Use Cases to use built code in this video:
1. Chat with PDFs
2. Compliance Intelligence & Search
3. Internal knowledge bases
4. Document Q&A systems
https://github.com/vardhmanandroid2015/vector_database_tutorial
https://gitlab.com/beyond_the_technology/vector_database_tutorial
#vectordatabase #pineconetutorial #semanticsearch #whatisvectordatabase #pineconevectordb #aisearchengine #embeddingsexplained #pineconeforbeginners #semanticsimilarity #openaienbeddings #pineconelangchain #pineconevsfaiss
#pineconetutorialforbeginners #ragarchitecture #chatgptsearchmemory #machinelearningdatabase #aidocumentsearch #pineconeyoutubeseries #vectordbtutorial #aibackend
#pinecone #vectorDatabase #semanticSearch #pineconeTutorial #openAI #huggingface #embeddingModels #aiSearch #pineconeAPI #ragArchitecture #cosineSimilarity #dotProduct #metricExplained #dimensionExplained #pineconeFunctions #pineconePython #vectorIndex #pineconeDashboard #pineconeVsFaiss #aiBackend
#pinecone #vectordatabase #embeddingmodels #pythonai #semanticsearch #aiembeddings #pineconetutorial #embeddingvectors #llmtutorial #vectorsearch #machinelearning #multilinguale5 #vectorupsert #cosinesimilarity #retrievalaugmentedgeneration #ragpipeline #pineconeai #openai #langchain #aidevelopment #spacy #nlp #spacychunking
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Video Information
Views
301
Likes
9
Duration
9:39
Published
Apr 21, 2025
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