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Mastering Vector Databases with Pinecone l Basic to Advance | Generative AI Series
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Welcome to "Master Pinecone: Cloud Vector DB Explained!" Dive into the world of AI with this step-by-step guide as I walk you through mastering Pinecone, a cutting-edge cloud-based vector database. We'll explore how to store embeddings in the cloud, set up your account, and navigate the updated dashboard with ease. This well-structured and easy-to-understand content is perfect for anyone looking to enhance their skills in Artificial Intelligence and AI project implementation.
Join me as we delve into beginner-friendly tutorials on connecting Pinecone with LangChain, creating indices, and using the Pinecone client for seamless integration. Whether you're looking to make a career switch into technology or simply want to expand your understanding of AI, this video is packed with practical skills and coding tips.
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CHAPTERS:
00:00 - Overview of Pinecone Vector Database
00:19 - Creating an Account and Logging in to Pinecone
01:16 - Pinecone Pricing and Creating an Index
02:06 - Using Pinecone with LangIDVectorizer
03:58 - Importing Necessary Libraries
05:19 - Downloading and Extracting Text from PDFs
08:49 - OpenAI Embeddings with Pinecone
12:31 - Pinecone - Annoying Issues
19:21 - Pinecone - Similarity Search Techniques
20:04 - Using Faiss for Similarity Search
21:08 - Leveraging LLM for Question Answering
23:19 - Building a CLI for LLM Model
24:44 - Next Steps and Future Work