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hello good people and in this tutorial we are going to be querying a book what does that mean it means that weamp;#39;re going to be asking questions to a 300 page book and weamp;#39;re going to get answers back to us that are directly from the source that are contextually relevant from there now the way weamp;#39;re going to do this is weamp;#39;re going to use open AI weamp;#39;re going to use Lang chain but then a really cool feature about this is weamp;#39;re going to use a vector store that is stored in the cloud meaning up until now Iamp;#39;ve shown you uh Weamp;#39;ve stored our embeddings uh locally but in this case weamp;#39;re going to use pine cone and this is an external Vector store that Lang chain supports natively which is going to be really cool to see now letamp;#39;s check out the book that weamp;#39;re going to be looking at here today it is the field guide to data science now youamp;#39;ll notice here that this book was made back in 2015 so this is when