Hands-On Recommendation Systems with Python: Start building powerful and personalized, recommendation engines with Python

  • 146 pages
  • 1788993756
  • Anglais
  • Format Kindle
Hands-On Recommendation Systems with Python: Start building powerful and personalized, recommendation engines with Python

ᘮ Format Kindle Read [ ৵ Hands-On Recommendation Systems with Python: Start building powerful and personalized, recommendation engines with Python ] ᙊ Kindle By Rounak Banik ᛈ With Hands On Recommendation Systems with Python, learn the tools and techniques required in building various kinds of powerful recommendation systems collaborative, knowledge and content based and deploying them to the webKey FeaturesBuild industry standard recommender systemsOnly familiarity with Python is requiredNo need to wade through complicated machine learning theory to use this bookBook DescriptionRecommendation systems are at the heart of almost every internet business today from Facebook to Net ix to Providing good recommendations, whether it s friends, movies, or groceries, goes a long way in defining user experience and enticing your customers to use your platform.This book shows you how to do just that You will learn about the different kinds of recommenders used in the industry and see how to build them from scratch using Python No need to wade through tons of machine learning theory you ll get started with building and learning about recommenders as quickly as possible..In this book, you will build an IMDB Top 250 clone, a content based engine that works on movie metadata You ll use collaborative filters to make use of customer behavior data, and a Hybrid Recommender that incorporates content based and collaborative filtering techniques With this book, all you need to get started with building recommendation systems is a familiarity with Python, and by the time you re fnished, you will have a great grasp of how recommenders work and be in a strong position to apply the techniques that you will learn to your own problem domains.What you will learnGet to grips with the different kinds of recommender systemsMaster data wrangling techniques using the pandas libraryBuilding an IMDB Top 250 CloneBuild a content based engine to recommend movies based on movie metadataEmploy data mining techniques used in building recommendersBuild industry standard collaborative filters using powerful algorithmsBuilding Hybrid Recommenders that incorporate content based and collaborative flteringWho this book is forIf you are a Python developer and want to develop applications for social networking, news personalization or smart advertising, this is the book for you Basic knowledge of machine learning techniques will be helpful, but not mandatory.Table of ContentsGetting Started with Recommender SystemsManipulating Data with the Pandas LibraryBuilding an IMDB Top 250 Clone with PandasBuilding Content Based RecommendersGetting Started with Data Mining TechniquesBuilding Collaborative FiltersHybrid RecommendersRounak Banik is a Young India Fellow and an ECE graduate from IIT Roorkee He has worked as a software engineer at Parceed, a New York start up, and Springboard, an EdTech start up based in San Francisco and Bangalore He has also served as a backend development instructor at Acadview, teaching Python and Django to around 35 college students from Delhi and Dehradun.He is an alumni of Springboard s data science career track He has given talks at the SciPy India Conference and published popular tutorials on Kaggle and DataCamp. 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