{"product_id":"recommendation-systems-made-easy-with-python-pandas-and-scikitlearn","title":"Recommendation Systems Made Easy with Python, Pandas, and Scikitlearn","description":"\u003cp\u003eIn TodayS Digital World, We Are Constantly Surrounded By Choices  What Movie To Watch, What Product To Buy, Or Which Course To Learn Next. Behind These Effortless Suggestions Lie Powerful Recommendation Systems, Quietly Analyzing Data To Understand User Preferences And Deliver Personalized Results.Each Chapter Is Carefully Structured To Build Understanding Step By Step. Starting From Basic Data Handling And Cleaning With Pandas, The Book Gradually Introduces The Logic Behind Different Recommendation Techniques, Such As ContentBased, Collaborative, And Hybrid Systems. RealWorld Examples And Coding Exercises Encourage Readers To Learn By Doing, Helping Them Translate Theory Into Practice.\u003c\/p\u003e","brand":"notionpress.com","offers":[{"title":"Default Title","offer_id":45910748266694,"sku":"DADAXB0G2SVXJT6","price":3.05,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0695\/9389\/1014\/files\/61CeD53fo2L.jpg?v=1780489687","url":"https:\/\/ergodemedia.com\/products\/recommendation-systems-made-easy-with-python-pandas-and-scikitlearn","provider":"Ergodemedia","version":"1.0","type":"link"}