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How Google does Machine Learning
Our Courses
Production Machine Learning Systems
In this course, we dive into the components and best practices of building high-performing ML systems in production environments. We cover some of the most common considerations behind building these systems, e.g. static training, dynamic training, static inference, dynamic inference, distributed TensorFlow, and TPUs. This course is devoted to exploring the characteristics that make for a good ML system beyond its ability to make good predictions.
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Course by
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Self Paced
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19 hours
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English
Internet Giants: The Law and Economics of Media Platforms
This seven-week course will explore the relationship between law and technology with a strong focus on the law of the United States with some comparisons to laws around the world, especially in Europe. Tech progress is an important source of economic growth and raises broader questions about the human condition, including how culture evolves and who controls that evolution.
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Course by
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60 hours
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English
Branding and Customer Experience
Whether students come from a Branding or a Customer Experience background or perspective, this course will explore the synergies between and the intersection of the two sets of activities. While there are different approaches to defining a branding strategy, a branding project’s implementation impacts many departments and their customer-facing activities. In this sense, it’s essential to understand branding efforts in the context of Customer Experience.
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Course by
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Self Paced
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11 hours
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English
Economics of Money and Banking
The last three or four decades have seen a remarkable evolution in the institutions that comprise the modern monetary system. The financial crisis of 2007-2009 is a wakeup call that we need a similar evolution in the analytical apparatus and theories that we use to understand that system.
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Course by
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Self Paced
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33 hours
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English
Think Again I: How to Understand Arguments
In this course, you will learn what an argument is. The definition of argument will enable you to identify when speakers are giving arguments and when they are not. Next, you will learn how to break an argument into its essential parts, how to put them in order to reveal their connections, and how to fill in gaps in an argument by adding suppressed premises.
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Course by
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Self Paced
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25 hours
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English
Identifying Social Entrepreneurship Opportunities
This Course will clarify the definition and meaning of Social Entrepreneurship and will focus on the need to learn about the source and root of a social problem. You will be introduced to different perspectives about Social Entrepreneurship and you will learn about complementary and opportunistic assets which will help you to detect an opportunity and develop an idea of how to create a business for social change.
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Course by
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Self Paced
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25 hours
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English
The R Programming Environment
This course provides a rigorous introduction to the R programming language, with a particular focus on using R for software development in a data science setting. Whether you are part of a data science team or working individually within a community of developers, this course will give you the knowledge of R needed to make useful contributions in those settings. As the first course in the Specialization, the course provides the essential foundation of R needed for the following courses.
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Course by
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27 hours
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English
Project Management: The Basics for Success
This course combines the essential elements of Project Management and Team Leadership into one course. Through class engagement and reflection, you will acquire further understanding of the responsibilities of leadership and become better prepared to apply this knowledge to the project environment. Upon completing this course, you will be able to: 1. Learn about the role of high performance teams and leadership in project management 2. Learn about the tools and techniques for developing and strengthening high performance teams and team members 3.
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Course by
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Self Paced
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8 hours
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English
The Unix Workbench
Unix forms a foundation that is often very helpful for accomplishing other goals you might have for you and your computer, whether that goal is running a business, writing a book, curing disease, or creating the next great app. The means to these goals are sometimes carried out by writing software. Software can’t be mined out of the ground, nor can software seeds be planted in spring to harvest by autumn. Software isn’t produced in factories on an assembly line. Software is a hand-made, often bespoke good. If a software developer is an artisan, then Unix is their workbench.
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Course by
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Self Paced
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19 hours
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English
3D Model Creation with Autodesk Fusion 360
Design is the first phase in the digital manufacturing process. In this course, through a series of lectures and hands-on lessons, we’ll examine a designer’s approach to the design and manufacturing process—from concept to 3D model. We’ll start by applying design thinking to understand user needs, and then we’ll explore design criteria as we dive deeper into Autodesk® Fusion 360™ sketching, modeling, rendering, and documentation features.\n\nLooking for Autodesk Fusion 360 certification prep courses?
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Course by
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Self Paced
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15 hours
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English
Biochemical Principles of Energy Metabolism
Everyone knows that energy is essential for sustaining life. How can you define energy in life? Have ever thought about ways of how carbohydrates like glucose from your diet can be used for extracting energy? A scientific field that focuses on energy production and flow though living cells and organisms is called bioenergetics. Energy metabolism covers various biochemical ways of energy transformation and regulatory mechanisms of over thousands chemical reactions. Without fine control of those metabolic processes, cells and organisms cannot maintain activities linked to life.
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Course by
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Self Paced
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11 hours
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English
React Basics
React is a powerful JavaScript library that you can use to build user interfaces for web and mobile applications (apps).
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Course by
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Self Paced
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27 hours
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English
Launching Your Music Career
Launching a career in music is an exhilarating and transformative journey that requires passion, dedication, and a strong commitment to artistic growth. This course is designed to equip musicians with the knowledge and skills to navigate the business side of their music career. This course covers a range of essential topics that will empower musicians to take control of their artistic journey and thrive in the industry. In this course, you will gain invaluable insights into effectively managing a successful gigging career.
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Course by
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Self Paced
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8 hours
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English
Major Engineering Project Performance
Manage large projects by identifying their key characteristics, examining the key factors and risks that affect their performance and exploring methods to counter their impact on the successful delivery of projects. Looking into examples of best practice, you'll explore the relationship between projects, programmes and portfolios. You'll also discover the roles performed by the project manager, examine the difficulties associated with quantifying transaction costs in major project management and consider how different management approaches impact on these costs.
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Course by
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Self Paced
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19 hours
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English
Business English: Finance and Economics
Do you work in finance or interact with finance professionals? Is it necessary to speak, write or understand English in your career? Follow the authentic characters in this course as they work through common business situations in finance and economics. Learn from your successes and failure, and think critically about your own communication options. After taking this course, you will be able to read and create efficient e-mails, reports, and impactful presentations with words and phrases commonly used in finance and economics.
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Course by
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Self Paced
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30 hours
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English
Information Extraction from Free Text Data in Health
In this MOOC, you will be introduced to advanced machine learning and natural language processing techniques to parse and extract information from unstructured text documents in healthcare, such as clinical notes, radiology reports, and discharge summaries. Whether you are an aspiring data scientist or an early or mid-career professional in data science or information technology in healthcare, it is critical that you keep up-to-date your skills in information extraction and analysis.
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Course by
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Self Paced
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24 hours
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English
Anatomy: Cardiovascular, Respiratory and Urinary Systems
In this anatomy course, part of the Anatomy Specialization, you will explore the interactive relationships of the cardiovascular, respiratory and urinary systems, and the roles they play in your body. This course is a primer for the cardiovascular, respiratory, and urinary systems in which students learn the pertinent details of the structures and functions through a combination of lectures, videos, labeling activities and quizzes.
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Course by
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Self Paced
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19 hours
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English
Think Outside the Inbox: Email Marketing
Think Outside the Inbox: Email Marketing is the fourth of seven courses in the Google Digital Marketing & E-commerce Certificate. This course will explore how to execute a successful email marketing campaign. Email marketing is one of the oldest and most proven digital marketing channels, and it is an essential component of an overall digital marketing strategy. Email is a primary channel for many businesses in reaching existing customers, encouraging interaction with the business, driving purchases, and building loyalty.
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Course by
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Self Paced
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26 hours
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English
Algorithms for DNA Sequencing
We will learn computational methods -- algorithms and data structures -- for analyzing DNA sequencing data. We will learn a little about DNA, genomics, and how DNA sequencing is used. We will use Python to implement key algorithms and data structures and to analyze real genomes and DNA sequencing datasets.
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Course by
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Self Paced
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12 hours
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English
Introduction to Web Development with HTML, CSS, JavaScript
Want to take the first steps to become a Web Developer? This course will help you discover the languages, frameworks, and tools that you will need to create interactive and engaging websites right from the beginning. You will begin by learning about the roles of front-end, back-end, and full-stack developers and how they work together on development projects. Through this, you will also become familiar with the terminology and skills needed in your career as a web developer. Next, you will explore the languages needed for developing websites or applications.
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Course by
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Self Paced
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25 hours
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English
Service-Oriented Architecture
Based on an understanding of architectural styles, you will review architectures for web applications, then explore the basics of Service-Oriented Architecture (SOA) in two approaches: Web Services (WS*) and Representational State Transfer (REST) architecture.
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Course by
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Self Paced
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10 hours
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English
4G Network Fundamentals
4G is the cutting-edge network technology that links millions of smartphones to the internet.
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Course by
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Self Paced
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17 hours
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English
Introduction to Databases
In this course, you will be introduced to databases and explore the modern ways in which they are used. Learn to distinguish between different types of database management systems then practice basic creation and data selection with the use of Structured Query Language (SQL) commands.
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Course by
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Self Paced
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27 hours
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English
A Crash Course in Data Science
By now you have definitely heard about data science and big data. In this one-week class, we will provide a crash course in what these terms mean and how they play a role in successful organizations. This class is for anyone who wants to learn what all the data science action is about, including those who will eventually need to manage data scientists. The goal is to get you up to speed as quickly as possible on data science without all the fluff.
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Course by
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Self Paced
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7 hours
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English
Sales and CRM Overview
This course is the first of a series that aims to teach you the foundational skills in Salesforce that will prepare you for a variety of entry-level sales roles, including the sales operations specialist position. This course is designed for beginners. No previous experience in Salesforce, sales, or CRM is necessary to be successful. In this course, you will be introduced to essential concepts like the fundamentals of the sales process.
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Course by
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Self Paced
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44 hours
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English