Deep Learning Recommender System

Data Preprocessing you own this product

This project is part of the liveProject series Real-World Deep Learning Recommender System
prerequisites
basics of linear algebra • intermediate Python data science libraries • intermediate recommender system experience (specifically Two Towers)
skills learned
parse and engineer features using built-in and external Python libraries • use NLP to prepare the data and design features’ vocabularies for future embeddings
Shaked Zychlinski
1 week · 6-8 hours per week · ADVANCED
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Look inside

In this liveProject, you’ll design a movie recommendation system step by step, from initial development all the way to a production-ready system. You’ll begin with preparing the data, then you’ll analyze the data, and finally, you’ll preprocess and export it. Along the way, you’ll gain a firm understanding of the data and your users, which is key for developing a system that makes appropriate recommendations. While this liveProject doesn’t contain any machine learning, going through these steps will prepare you for feature engineering and hyperparameter tuning later on.

This project is designed for learning purposes and is not a complete, production-ready application or solution.

book resources

When you start your liveProject, you get full access to the following books for 90 days.

project author

Shaked Zychlinski

Shaked is currently leading the recommendation research group and company’s recommendations efforts at Lightricks, developing the company's RS algorithms from the ground up. Prior to this, he worked at and led projects at the Algo group of Taboola, one of the largest content recommendation companies in the world. He is a featured writer on Towards Data Science, with hundreds of reads each day. He has also developed the Dython library for Python, with 26k (and counting) downloads a month.

prerequisites

This liveProject is for data scientists who are familiar with recommender systems and want to take the next step in their career. To begin these liveProjects you will need to be familiar with the following:


TOOLS:
  • Intermediate Python (NumPy, pandas, Matplotlib)
  • Intermediate scikit-learn
TECHNIQUES
  • Basic linear algebra (vectors, spaces, matrix transformations)
  • Data analysis & EDA
  • Data preprocessing

you will learn

In this liveProject, you’ll learn to clean and parse data, analyze the dataset, and translate free-text to pre-trained embeddings using NLP models:


  • Read, clean, fix and join datasets using pandas
  • Parse and engineer features using built-in and external Python libraries
  • Use NLP to prepare the data and design features’ vocabularies for future embeddings

features

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You choose the schedule and decide how much time to invest as you build your project.
Project roadmap
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While within the liveProject platform, get help from other participants and our expert mentors.
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book resources
Get full access to select books for 90 days. Permanent access to excerpts from Manning products are also included, as well as references to other resources.

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