About this Course

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Advanced Level
Approx. 13 hours to complete
English

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Learner Career Outcomes

20%

started a new career after completing these courses

40%

got a tangible career benefit from this course

29%

got a pay increase or promotion
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Flexible deadlines
Reset deadlines in accordance to your schedule.
Advanced Level
Approx. 13 hours to complete
English

Offered by

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Google Cloud

Syllabus - What you will learn from this course

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Week
1

Week 1

1 hour to complete

Recommendation Systems Overview

1 hour to complete
7 videos (Total 32 min), 1 reading, 1 quiz
7 videos
Getting Started with Google Cloud Platform and Qwiklabs3m
Introduction5m
Types of Recommendation Systems2m
Content-Based or Collaborative6m
Recommendation System Pitfalls3m
Discussion1m
1 reading
How to Send Feedback10m
1 practice exercise
Recommendation Systems Overview Quiz15m
4 hours to complete

Content-Based Recommendation Systems

4 hours to complete
10 videos (Total 73 min)
10 videos
Similarity Measures3m
Building a User Vector3m
Making Recommendations Using a User Vector1m
Making Recommendations for Many Users6m
Lab intro: Create a Content-Based Recommendation System20s
Lab Solution: Create a Content-Based Recommendation System13m
Using Neural Networks for Content-Based Recommendation Systems4m
Lab Intro: Create a Content-Based Recommendation System Using a Neural Network35s
Lab Solution: Create a Content-Based Recommendation System Using a Neural Network36m
1 practice exercise
Content-Based Recommendation Systems Quiz30m
4 hours to complete

COLLABORATIVE FILTERING RECOMMENDATION SYSTEMS

4 hours to complete
15 videos (Total 145 min)
15 videos
Embedding Users and Items12m
Factorization Approaches6m
The ALS Algorithm5m
Preparing Input Data for ALS6m
Creating Sparse Tensors For Efficient WALS Input3m
Instantiating a WALS Estimator: From Input to Estimator5m
Instantiating a WAL Estimator: Decoding TFRecords3m
Instantiating a WALS Estimator: Recovering Keys12m
Instantiating a WALS Estimator: Training and Prediction5m
Lab Intro: Collaborative Filtering with Google Analytics Data48s
Lab Solution: Collaborative Filtering with Google Analytics Data44m
Issues with Collaborative Filtering4m
Productionized WALS Demo21m
Cold Starts5m
1 practice exercise
Collaborative Filtering Quiz10m
Week
2

Week 2

3 hours to complete

Neural Networks for Recommendation Systems

3 hours to complete
14 videos (Total 97 min)
14 videos
Lab: Designing a Hybrid Recommendation System6m
Lab: Designing a Hybrid Collaborative Filtering Recommendation System3m
Lab: Designing a Hybrid Knowledge-based Recommendation System5m
Lab Intro: Building a Neural Network Hybrid Recommendation System27s
Lab Solution: Building a Neural Network Hybrid Recommendation System34m
Context-Aware Recommendation Systems7m
Context-Aware Algorithms5m
Contextual Postfiltering2m
Modeling Using Context-Aware Algorithms5m
YouTube Recommendation System Case Study: Overview3m
YouTube Recommendation System Case Study: Candidate Generation3m
YouTube Recommendation System Case Study: Ranking2m
Summary1m
1 practice exercise
Neural Networks for Recommendations Quiz10m
2 hours to complete

Building an End-to-End Recommendation System

2 hours to complete
9 videos (Total 49 min)
9 videos
Architecture Overview3m
Cloud Composer Overview16m
Cloud Composer: DAGs4m
Cloud Composer: Operators for ML9m
Cloud Composer: Scheduling1m
Cloud Composer: Triggering Workflows with Cloud Functions3m
Cloud Composer: Monitoring and Logging5m
Lab Intro: End-to-End Recommendation System1m
1 practice exercise
Cloud Composer Module Quiz10m
8 minutes to complete

Summary

8 minutes to complete
2 videos (Total 8 min)
2 videos
Specialization Summary5m

Reviews

TOP REVIEWS FROM RECOMMENDATION SYSTEMS WITH TENSORFLOW ON GCP

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About the Advanced Machine Learning with TensorFlow on Google Cloud Platform Specialization

Advanced Machine Learning with TensorFlow on Google Cloud Platform

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