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Google Cloud Platform Big Data and Machine Learning Fundamentals

This course introduces participants to the big data capabilities of Google Cloud. Through a combination of presentations, demos, and hands-on labs, participants get an overview of Google Cloud and a detailed view of the data processing and machine learning capabilities. This course showcases the ease, flexibility, and power of big data solutions on Google Cloud.

GCP is a public cloud vendor. Other competitors are Microsoft Azure, and Amazon Web Services (AWS). With these cloud based services, customers are able to access computer resources housed within their selected vendor's platform.

This course is for anyone that wants to learn more about Google Cloud and has a basic understanding of machine learning. Being an intermediate course, it does require some light experience and familiarity with IT.

In this GCP course you will learn how to use google cloud for big data and the machine learning capabilities. You will learn the ease, power and flexibility of big data solutions within Google Cloud.

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What's inside

Syllabus

Introduction to the Data and Machine Learning on Google Cloud Course

Introduction to Google Cloud Platform

Recommending Products using Cloud SQL and Spark

Predict Visitor Purchases Using BigQuery ML

Real-time IoT Dashboards with Pub/Sub, Dataflow, and Data Studio

Deriving Insights from Unstructured Data using Machine Learning

Summary

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Know what's good

, what to watch for

, and possible dealbreakers

Teaches skills, knowledge, and tools that are highly relevant to industry

Taught by Google Cloud, who are recognized for their work in big data

Examines big data capabilities of Google Cloud, which is highly relevant to data science

Offers hands-on labs and interactive materials for practical experience

Strengthens an existing foundation for intermediate learners in data science

Requires some light experience and familiarity with IT, which may be a barrier for complete beginners

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Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Google Cloud Platform Big Data and Machine Learning Fundamentals with these activities:

Review machine learning concepts

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Refreshing your knowledge of machine learning concepts will help you understand the more advanced topics covered in the course.

Browse courses on Machine Learning

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Review the basics of machine learning
Practice implementing simple machine learning algorithms

Practice Python basics

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Reviewing Python basics will help you understand the fundamentals of the language and prepare you for the more advanced concepts covered in the course.

Browse courses on Python

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Review variables, data types, and operators
Practice writing simple Python programs

Follow tutorials on Google Cloud BigQuery

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Following tutorials on Google Cloud BigQuery will provide you with hands-on experience and help you understand how to use the platform.

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Find tutorials on Google Cloud BigQuery
Follow the tutorials step-by-step
Experiment with different BigQuery features

Four other activities

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Volunteer for a non-profit organization that uses data

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Volunteering for a non-profit organization that uses data will give you real-world experience and help you develop your skills.

Browse courses on Data Analytics

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Find a non-profit organization that interests you
Contact the organization and inquire about volunteer opportunities
Complete the volunteer training
Start volunteering

Build a data visualization dashboard using Google Data Studio

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Building a data visualization dashboard using Google Data Studio will help you apply your knowledge of data visualization and gain experience with a real-world tool.

Browse courses on Google Data Studio

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Gather the necessary data
Design the dashboard
Use Google Data Studio to create the dashboard
Share the dashboard with others

Write a blog post or article about a data science topic

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Writing a blog post or article about a data science topic will help you solidify your understanding of the topic and share your knowledge with others.

Browse courses on Data Science

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Choose a data science topic
Research the topic
Write the blog post or article
Publish the blog post or article

Participate in a data science competition

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Participating in a data science competition will challenge you to apply your skills and knowledge and will help you build a portfolio of projects.

Browse courses on Kaggle

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Find a data science competition that interests you
Form a team or work individually
Submit your solution

Career center

Learners who complete Google Cloud Platform Big Data and Machine Learning Fundamentals will develop knowledge and skills that may be useful to these careers:

Data Scientist

Data Scientists use data to devise solutions to complex questions and critical problems. For those looking to enter this field, the Google Cloud Platform Big Data and Machine Learning Fundamentals course is recommended. This course dives deep into the data processing and machine learning capabilities of Google Cloud, providing a strong grounding in essential concepts for data scientists.

See salaries and explore the career path for Data Scientist

Machine Learning Engineer

With the Google Cloud Platform Big Data and Machine Learning Fundamentals course, individuals looking to become Machine Learning Engineers can gain valuable knowledge. The course covers Google Cloud's data processing and machine learning capabilities, empowering learners to leverage Google Cloud's ease, flexibility, and power in building machine learning solutions.

See salaries and explore the career path for Machine Learning Engineer

Business Intelligence Analyst

Through the Google Cloud Platform Big Data and Machine Learning Fundamentals course, aspiring Business Intelligence Analysts can enhance their understanding of data processing and machine learning and how to apply them in a business context. This course provides a solid foundation for leveraging Google Cloud's capabilities to extract insights and inform decision-making.

See salaries and explore the career path for Business Intelligence Analyst

Data Analyst

The Google Cloud Platform Big Data and Machine Learning Fundamentals course offers a comprehensive introduction to data processing and machine learning on Google Cloud. For Data Analysts, this course is particularly valuable as it provides hands-on experience in using these capabilities to derive insights from data and support data-driven decision-making.

See salaries and explore the career path for Data Analyst

Database Administrator

Individuals seeking to become Database Administrators can benefit from the Google Cloud Platform Big Data and Machine Learning Fundamentals course. The course covers essential data processing concepts on Google Cloud and provides practical experience in using tools like Cloud SQL and BigQuery, which are widely used by database professionals.

See salaries and explore the career path for Database Administrator

Data Engineer

The Google Cloud Platform Big Data and Machine Learning Fundamentals course may be useful for aspiring Data Engineers. While this course focuses on data processing and machine learning as opposed to data engineering specifically, it provides a solid foundation in GCP technologies and practices that data engineers use regularly.

See salaries and explore the career path for Data Engineer

Software Engineer

The Google Cloud Platform Big Data and Machine Learning Fundamentals course can supplement the skills of Software Engineers looking to expand their expertise into data processing and machine learning. The course covers fundamental concepts and tools on Google Cloud, providing a valuable addition to the skillset of software engineers.

See salaries and explore the career path for Software Engineer

Cloud Architect

For Cloud Architects, the Google Cloud Platform Big Data and Machine Learning Fundamentals course may be beneficial. The course provides a comprehensive overview of Google Cloud's data processing and machine learning services, helping architects understand how to design and implement scalable, data-driven solutions on Google Cloud.

See salaries and explore the career path for Cloud Architect

Big Data Architect

Individuals seeking to become Big Data Architects may find the Google Cloud Platform Big Data and Machine Learning Fundamentals course valuable. The course provides a deep dive into Google Cloud's data processing capabilities, including BigQuery, Dataflow, and Cloud Bigtable, which are essential technologies for big data architects.

See salaries and explore the career path for Big Data Architect

Data Science Manager

The Google Cloud Platform Big Data and Machine Learning Fundamentals course offers a solid foundation for aspiring Data Science Managers. The course covers data processing and machine learning concepts and provides hands-on experience with Google Cloud services, equipping managers to lead and support data science teams effectively.

See salaries and explore the career path for Data Science Manager

Product Manager

Product Managers can benefit from the Google Cloud Platform Big Data and Machine Learning Fundamentals course to gain a better understanding of data-driven product development. The course covers machine learning and data processing, providing product managers with the knowledge to make data-informed decisions and develop products that meet user needs.

See salaries and explore the career path for Product Manager

Quantitative Analyst

The Google Cloud Platform Big Data and Machine Learning Fundamentals course can provide a valuable foundation for individuals looking to become Quantitative Analysts. The course covers essential data analysis techniques and machine learning concepts, equipping learners with the skills to analyze large datasets and make data-driven predictions.

See salaries and explore the career path for Quantitative Analyst

Statistician

The Google Cloud Platform Big Data and Machine Learning Fundamentals course offers a solid introduction to data analysis and machine learning for aspiring Statisticians. The course covers essential statistical techniques and provides hands-on experience with Google Cloud tools, empowering statisticians to leverage cloud computing for their work.

See salaries and explore the career path for Statistician

IT Consultant

The Google Cloud Platform Big Data and Machine Learning Fundamentals course may be beneficial for IT Consultants seeking to expand their expertise into cloud-based data processing and machine learning. The course provides a comprehensive overview of Google Cloud's platform and its capabilities in these areas.

See salaries and explore the career path for IT Consultant

Data Visualization Specialist

Individuals aiming to become Data Visualization Specialists can benefit from the Google Cloud Platform Big Data and Machine Learning Fundamentals course. The course includes a module on data visualization using Data Studio, providing learners with practical experience in creating compelling data visualizations.

See salaries and explore the career path for Data Visualization Specialist

Reading list

We've selected 23 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 Google Cloud Platform Big Data and Machine Learning Fundamentals.

Learning SQL

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Explores the Google Cloud Platform and its services to help you build big data solutions. You'll learn about Google's tools and applications, and you'll get hands-on experience working with data. This book provides you with the foundational knowledge you need to get started with big data analytics and machine learning on Google Cloud.

Google Cloud Platform Big Data and Machine Learning Fundamentals

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What's inside

Syllabus

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Activities

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Reading list

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