Deep Learning Recommendation Algorithms with Python

How to create machine learning recommendation systems with deep learning, collaborative filtering, and Python.

Deep Learning Recommendation Algorithms with Python
Deep Learning Recommendation Algorithms with Python Free Download

Deep Learning Recommendation Algorithms with Python udemy course free download:

How to create machine learning recommendation systems with deep learning, collaborative filtering, and Python.

What you'll learn:

Python Deep Learning Recommendation Algorithms

  • Create a Python testing and evaluation framework for recommendation systems.
  • Recognize answers to typical problems using extensive recommendation systems.
  • Make suggestions at scale with deep learning.
  • Use the appropriate metrics to assess a suggested system’s performance.

Requirements:

  • Some familiarity with a scripting or programming language (preferably Python) is preferred.
  • It helps to know a little bit about computer science and be able to understand how new algorithms work.

Description:

We'll cover tried and true recommendation algorithms based on neighborhood-based collaborative filtering, and work our way up to more modern techniques including matrix factorization and even deep learning with artificial neural networks. Along the way, you'll learn from our extensive industry experience to understand the real-world challenges you'll encounter when applying these algorithms at large scale and with real-world data.

You've seen automated recommendations everywhere - on Netflix's home page, on YouTube, and on Amazon as these machine learning algorithms learn about your unique interests, and show the best products or content for you as an individual. These technologies have become central to the largest, most prestigious tech employers out there, and by understanding how they work, you'll become very valuable to them.

We'll cover tried and true recommendation algorithms based on neighborhood-based collaborative filtering, and work our way up to more modern techniques including matrix factorization and even deep learning with artificial neural networks.

Recommender systems are complex; don't enroll in this course expecting a learn-to-code type of format. There's no recipe to follow on how to make a recommender system; you need to understand the different algorithms and how to choose when to apply each one for a given situation. We assume you already know how to code.

However, this course is very hands-on; you'll develop your own framework for evaluating and combining many different recommendation algorithms together, and you'll even build your own neural networks using Tensorflow to generate recommendations from real-world movie ratings from real people.

This comprehensive course takes you all the way from the early days of collaborative filtering, to bleeding-edge applications of deep neural networks and modern machine learning techniques for recommending the best items to every individual user.

The coding exercises in this course use the Python programming language. We include an intro to Python if you're new to it, but you'll need some prior programming experience in order to use this course successfully. We also include a short introduction to deep learning if you are new to the field of artificial intelligence, but you'll need to be able to understand new computer algorithms.

Who this course is for:

  • Software developers interested in applying machine learning and deep learning to product or content recommendations
  • Engineers working at, or interested in working at large e-commerce or web companies
  • Computer Scientists interested in the latest recommender system theory and research

Course Details:

  • 12.5 hours on-demand video
  • 11 articles
  • 10 downloadable resources
  • Full lifetime access
  • Access on mobile and TV
  • Certificate of completion

Deep Learning Recommendation Algorithms with Python

How to create machine learning recommendation systems with deep learning, collaborative filtering, and Python.
Tags: Development Course, Software Engineering Course, Software Development Course, udemy, free online course, udemy courses, freecourse, freecoursesite, udemycoursefree, free course site, discudemy free online course udemy, freecoursesite, freecourse, course era free courses, udemy courses for free, coursera free courses, tutorial free download, free udemy paid course, udemy courses free download, udemy course download, udemy downloader, course free download, downloadfreecourse

Demo Link: https://www.udemy.com/course/deep-learning-recommendation-algorithms-with-python/