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How Google does Machine Learning
Our Courses
APIs Explorer: Cloud Storage
This is a self-paced lab that takes place in the Google Cloud console. In this lab, you will use the APIs Explorer tool to create Cloud Storage buckets, upload data to the bucket, and remove content from buckets.
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Course by
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Self Paced
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1 hour
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English
Instructional Planning with Genially
Genially is “the tool that brings content to life.” Genially allows you to map out a learning journey for your students using high interest images and interactive tools. But did you know that Genially is also a wonderful tool for organizing your lessons and units. With Genially, you can plan and organize your units in one central place, simplifying your planning process with templates created with teachers in mind!
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Course by
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Self Paced
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3 hours
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English
Measuring the Success of a Patient Safety or Quality Improvement Project (Patient Safety VI)
How will you know if your patient safety and quality project is meeting its objectives? Peter Drucker once said “What gets measured, gets managed.” In this course, students will learn why measurement is critical to quality improvement work. Equally important, they will learn which data sources provide the most meaningful information and tools for how and where to locate them. Finally, students will learn how to interpret data from their patient safety and quality projects to guide and modify them during implementation to maximize their chances of making a difference for patients.
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Course by
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Self Paced
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6 hours
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English
Power and Foreign Policy in International Relations
Welcome to the Power and Foreign Policy in International Relations course! This course acquaints you with how power matters in the conduct of international relations and how it affects the strategies and tactics of a nation-state in dealing with other nation-states. It demonstrates the link between a country’s ranking in the international system and the means and methods it adopts to deal with the rest of the world.
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Course by
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Self Paced
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16 hours
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English
EDIVET: Do you have what it takes to be a veterinarian?
This course is for anyone interested in learning more about Veterinary Medicine, giving a “taster” of courses covered in the first year of a veterinary degree and an idea of what it is like to study Veterinary Medicine.
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Course by
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Self Paced
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9 hours
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English
Introduction to D3.js
This Guided Project, Introduction to D3.js is for those who want to learn about D3.
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Course by
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Self Paced
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4 hours
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English
Customer Relationship Management
Customer Relationship Management (CRM) is a comprehensive course that explores various aspects of CRM, from data-driven strategies to customer segmentation and loyalty programs. The course is designed in three stages, each building upon the previous one, and includes self-paced learning with pre-recorded video lectures, exercises, and interactive quizzes. Real-world case studies and problem-solving exercises are introduced in the Intermediate and Advanced stages to simulate real CRM challenges.
The target audience for this program/course includes:
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Course by
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Self Paced
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9 hours
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English
Code Free Data Science
The Code Free Data Science class is designed for learners seeking to gain or expand their knowledge in the area of Data Science. Participants will receive the basic training in effective predictive analytic approaches accompanying the growing discipline of Data Science without any programming requirements. Machine Learning methods will be presented by utilizing the KNIME Analytics Platform to discover patterns and relationships in data. Predicting future trends and behaviors allows for proactive, data-driven decisions.
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Course by
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Self Paced
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14 hours
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English
Regression Modeling in Practice
This course focuses on one of the most important tools in your data analysis arsenal: regression analysis. Using either SAS or Python, you will begin with linear regression and then learn how to adapt when two variables do not present a clear linear relationship. You will examine multiple predictors of your outcome and be able to identify confounding variables, which can tell a more compelling story about your results.
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Course by
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Self Paced
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11 hours
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English
Calculus for Machine Learning and Data Science
After completing this course, learners will be able to:
• Analytically optimize different types of functions commonly used in machine learning using properties of derivatives and gradients
• Approximately optimize different types of functions commonly used in machine learning using first-order (gradient descent) and second-order (Newton’s method) iterative methods
• Visually interpret differentiation of different types of functions commonly used in machine learning
• Perform gradient descent in neural networks with different activation and cost functions
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Course by
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Self Paced
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26 hours
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English
Arctic Development
Welcome to Arctic: Development! In this third in a series of Arctic MOOCs, brought to you by a unique partnership between the University of Alberta and UiT The Arctic University of Norway, we will be exploring regional development in a changing arctic. In this 4-week course, you will investigate the role that natural resources play across the Indigenous, Nordic, Russian and North American Arctics, different strategies for resource management in different regions, and how these affect community planning and development efforts in an increasingly populated part of the world.
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Course by
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Self Paced
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7 hours
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English
Cloud Composer: Qwik Start - Command Line
This is a self-paced lab that takes place in the Google Cloud console. In this lab, you use Cloud Shell command line to create the Cloud Composer environment and set Composer environment variables. You then use Composer to run a workflow that verifies a data file, creates and runs an Apache Hadoop wordcount job on a Dataproc cluster, and deletes the cluster.
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Course by
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Self Paced
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1 hour
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English
Style Images with CSS
In this intermediate-level course you will explore how CSS (Cascading Stylesheets) can be used to alter the appearance of an image on your web page.
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Course by
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Self Paced
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3 hours
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English
Reality Bites: Introduction to metaphysics
Speculative metaphysics is challenging, but this course will whet your appetite for it, because it explains fundamental metaphysical problems and views in terms of what you can find in your kitchen and what happens in it when you cook and enjoy food. Here are the 8 bites on the menu.
- The first module 1 explains that metaphysics is about the ingredients and recipes of the world, i.e., which kinds of entities exist and how they relate to one another.
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Course by
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Self Paced
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9 hours
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English
The Classical Linear Regression Model
In this course, you will discover the type of questions that econometrics can answer, and the different types of data you might use: time series, cross-sectional, and longitudinal data.
During the course you will:
– Learn to use the Classical Linear Regression Model (CLRM) as well as the Ordinary Least Squares (OLS) estimator, as you discuss the assumptions needed for the OLS to deliver true regression parameters.
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Course by
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Self Paced
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22 hours
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English
Being Assertive with Emotional Intelligence
This course is primarily aimed at people working in a business setting that want to feel more confident in their communication at all levels inside and outside of the organisation. The course will provide you with the k…
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Course by
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Self Paced
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3 hours
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English
How to Set a Budget and Schedule for Your Facebook Ads
At the end of this project, you will be able to strategically use your budget and ads for your social media strategy on Facebook.
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Course by
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Self Paced
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1 hour
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English
Creating Advanced Reports with SAS Visual Analytics
In this course, you learn how to create advanced data items, filters, and parameters in SAS Visual Analytics.
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Course by
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Self Paced
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9 hours
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English
Bitcoin and Cryptocurrency Technologies
To really understand what is special about Bitcoin, we need to understand how it works at a technical level. We’ll address the important questions about Bitcoin, such as:
How does Bitcoin work? What makes Bitcoin different? How secure are your Bitcoins? How anonymous are Bitcoin users? What determines the price of Bitcoins? Can cryptocurrencies be regulated? What might the future hold?
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Course by
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Self Paced
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23 hours
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English
Understanding and Strengthening Health Systems
Welcome to our course on Understanding and Strengthening Health Systems for Global Health. During the course we will provide you with an overview of the main elements or building blocks of a health system based on the World Health Organization’s guidance. You will have the opportunity to explore four main areas of health systems in global health with particular reference to low and middle income countries. The first area focuses on understanding health service organizations, the challenges.
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Course by
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Self Paced
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14 hours
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English
Outbreaks and Epidemics
Professional epidemiologists are often called on to investigate outbreaks and epidemics. This course serves as an introduction to the essentials of investigation, identifying pathogens, figuring out what's going on, reporting, and responding. You'll learn how to ask precise epidemiologic questions and apply epidemiologic tools to uncover the answers. You'll also learn about basic epidemic dynamics and the terrible law that cause them to grow, as well as the reasons why they recede and eventually go away.
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Course by
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Self Paced
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5 hours
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English
Build Image Quality Inspection using AWS Lookout for Vision
In this guided project, you will learn how to build automated image quality inspection using Amazon Lookout for Vision.
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Course by
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Self Paced
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3 hours
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English
Small Business Marketing Using LinkedIn
In this 1-hour long project-based course, you will learn how to use LinkedIn to promote your small business by creating a LinkedIn business page, connecting to the right customers, using the LinkedIn messaging feature, posting relevant content, joining groups, and creating your own group for your small business.
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Course by
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Self Paced
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2 hours
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English
Artificial Intelligence (AI) Education for Teachers
Today’s learners need to know what artificial intelligence (AI) is, how it works, how to use it in their everyday lives, and how it could potentially be used in their future. Using AI requires skills and values which extend far beyond simply having knowledge about coding and technology.
This course is designed by teachers, for teachers, and will bridge the gap between commonly held beliefs about AI, and what it really is. AI can be embedded into all areas of the school curriculum and this course will show you how.
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Course by
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Self Paced
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16 hours
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English
Project Planning and Machine Learning
This course can also be taken for academic credit as ECEA 5386, part of CU Boulder’s Master of Science in Electrical Engineering degree.
This is part 2 of the specialization. In this course students will learn :
* How to staff, plan and execute a project
* How to build a bill of materials for a product
* How to calibrate sensors and validate sensor measurements
* How hard drives and solid state drives operate
* How basic file systems operate, and types of file systems used to store big data
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Course by
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Self Paced
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18 hours
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English