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Recommendation Systems on Google Cloud

Recommendation Systems on Google Cloud

magic_button Machine Learning Pipeline Machine Learning Machine Learning Models
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8 ore Intermedio universal_currency_alt 25 crediti

In this course, you apply your knowledge of classification models and embeddings to build a ML pipeline that functions as a recommendation engine.

This is the fifth and final course of the Advanced Machine Learning on Google Cloud series.

Completa questa attività e ottieni un badge! Fai un passo avanti nella tua carriera nel cloud mostrando a tutti le tue nuove capacità.

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Informazioni corso
Obiettivi
  • Devise a content-based recommendation engine.
  • Implement a collaborative filtering recommendation engine.
  • Build a hybrid recommendation engine with user and content embeddings.
  • Use reinforcement learning techniques for contextual bandits in the context of recommendations.
Prerequisiti
• Prior familiarity with foundational machine learning concepts as covered in Machine Learning on Google Cloud. • Familiarity with cloud concepts and fundamentals, networking, security. • Basic proficiency with a scripting language such as Python as covered in the Google Python Crash course. • Basic proficiency with SQL. • Familiarity with Python and TensorFlow.
Pubblico
Aspiring machine learning data analysts, data scientists, data engineers, and programmers interested in learning how to apply machine learning to recommendation systems in practice.
Lingue disponibili
English
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