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Production Machine Learning Systems

Google Cloud Training

Google Cloud Training

In this course, we explore the components and best practices for building high-performing ML systems in production environments. We cover considerations such as static and dynamic training and inference, distributed TensorFlow, and TPUs. This course focuses on the characteristics of effective ML systems beyond their predictive capabilities.

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What's inside

Syllabus

> Introduction to Advanced Machine Learning on Google Cloud

> This module previews the topics covered in the course and how to use Qwiklabs

... and ten others

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Reviews summary

Building production ml systems on gcp

According to learners, this course provides a largely useful introduction to the challenges and considerations when deploying machine learning models into production environments, particularly within the Google Cloud ecosystem. Students appreciate the practical focus and the inclusion of hands-on labs that reinforce the concepts covered in the lectures. While many find it a valuable overview covering topics like training strategies, inference methods, and performance considerations, some reviewers note that the course can feel high-level and occasionally lacks deep technical detail. It is generally seen as a solid starting point for understanding the production aspects of ML.

Career center

Learners who complete Production Machine Learning Systems will develop knowledge and skills that may be useful to these careers:

Machine Learning Engineer

Machine Learning Engineers are responsible for developing, deploying, and

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City

Median

Austin

$178,000

Beijing

¥462,000

Shanghai

¥510,000

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Data Scientist

Data Scientists use machine learning and other statistical techniques to

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City

Median

Austin

$171,000

Paris

€61,000

Tel Aviv

₪466,000

Shenzhen

¥505,000

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Software Engineer

Software Engineers design, develop, and maintain software systems. This course

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City

Median

London

£95,000

Tel Aviv

₪472,000

Shanghai

¥520,000

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Product Manager

Product Managers are responsible for defining the vision and roadmap for

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City

Median

San Francisco

$250,000

Tel Aviv

₪472,000

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Data Analyst

Data Analysts use data to identify trends and patterns. This course can help

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City

Median

Austin

$90,000

Singapore

S$52,000

Shenzhen

¥257,000

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Business Analyst

Business Analysts use data to identify opportunities and solve problems. This

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Quantitative Analyst

Quantitative Analysts use mathematical and statistical techniques to analyze

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City

Median

New York

$160,000

San Francisco

$202,000

Paris

€95,000

Shanghai

¥778,000

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Operations Research Analyst

Operations Research Analysts use mathematical and statistical techniques to

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Beijing

¥640,000

Shenzhen

¥167,000

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Risk Analyst

Risk Analysts use data to identify and assess risks. This course can help you

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Shenzhen

¥156,000

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Financial Analyst

Financial Analysts use data to analyze financial performance and make

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London

£87,000

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Marketing Analyst

Marketing Analysts use data to identify and target customers. This course can

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Singapore

S$70,000

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Sales Analyst

Sales Analysts use data to identify and close sales leads. This course can

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City

Median

Berlin

€66,000

Tel Aviv

₪207,000

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Customer Success Manager

Customer Success Managers help customers get the most value from their

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San Francisco

$142,000

Berlin

€85,000

Singapore

S$128,000

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Technical Writer

Technical Writers create documentation for software and other technical

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User Experience Designer

User Experience Designers design products and services with a focus on the

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City

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Austin

$105,000

Tel Aviv

₪223,000

Shanghai

¥400,000

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Reading list

We've selected nine books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Production Machine Learning Systems.

Data Science on the Google Cloud Platform

This book presents a collection of design

Data Science on the Google Cloud Platform:...

Data Science on the Google Cloud Platform

Cross-Lingual Word Embeddings

This book provides a comprehensive overview of

Cross-Lingual Word Embeddings (Synthesis Lectures...

Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow

This book provides a hands-on introduction to

Hands-On Machine Learning with Scikit-Learn, Keras,...

Hands-On Machine Learning with Scikit-Learn, Keras,...

Hands-On Machine Learning with Scikit-Learn, Keras,...

Probabilistic Machine Learning

This book provides a comprehensive overview of

Probabilistic Machine Learning: Advanced Topics...

Deep Learning

This book provides a comprehensive overview of

Deep Learning (Adaptive Computation and Machine...

Deep Learning (Adaptive Computation and Machine...

Python Machine Learning

This book provides a comprehensive overview of

Machine Learning with PyTorch and Scikit-Learn:...

Machine Learning with PyTorch and Scikit-Learn:...

Python Machine Learning: Machine Learning and Deep...

Python Machine Learning - Second Edition: Machine...

Machine Learning con Python - Nuova edizione:...

Machine Learning mit Python und Keras, TensorFlow 2...

Machine Learning con PyTorch y Scikit-Learn:...

Python Machine Learning

An Introduction to Statistical Learning

This book provides a comprehensive overview of

An Introduction to Statistical Learning

An Introduction to Statistical Learning

Big Data, Big Analytics

This book provides a comprehensive overview of

Big Data, Big Analytics: Emerging Business...

Big Data, Big Analytics: Emerging Business...

Cyber Security

This book provides a comprehensive overview of

Effort

Approx. 18 hours

Via

Coursera

Institution

Google Cloud

Level

Advanced

Language

English

Production Machine Learning Systems belongs to the following collections:

Advanced Machine Learning on Google Cloud Preparing for Google Cloud Certification: Machine Learning Engineer Preparing for Google Cloud Certification: Machine Learning Engineer

Traffic lights

Develops and refines skills

Provides architects,

Taught by Google Cloud

Emphasizes the practical

Offers hands-on labs and

Relies on the outdated

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