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welcome to the series here we perform Hands-On exercises with open AI API and python here we will cover the open AI embeddings API and its usage in two parts in this video which is part one we will follow these steps first weamp;#39;ll cover Vector embedding Basics with a open AI embedding model second we will create a reusable embedding function create pan data frames and generate a CSV file third we will learn how to calculate s and lastly we will learn how to calculate the cost of embeddings now letamp;#39;s get started all right so letamp;#39;s get some uh installation done the necessary libraries all right so all the necessary libraries have been installed as you can see we have open AI is is the latest version and numpy pandas sck that being done letamp;#39;s set up the API key we kept it simple just setting up this environment variable open AI API key just replace this string with your own API key and hit this button youamp;#39;re done all right and this one thing extra whi