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How Google does Machine Learning
Our Courses
Classification Analysis
The "Classification Analysis" course provides you with a comprehensive understanding of one of the fundamental supervised learning methods, classification. You will explore various classifiers, including KNN, decision tree, support vector machine, naive bayes, and logistic regression, and learn how to evaluate their performance. Through tutorials and engaging case studies, you will gain hands-on experience and practice in applying classification techniques to real-world data analysis tasks. By the end of this course, you will be able to: 1.
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Course by
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Self Paced
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38 hours
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English
Draw a wireframe in Pencil Project
In this 2 hours long guided project you will learn how to create an e-commerce web UI wireframe using Pencil Project. You will create a user interaction and navigation flowchart, sketch re-usable items like header and navigation, group and arrange them into private collections, create home and product page, design dialogue and error messages, link the elements and finally export the prototype in an image, PDF or clickable interactive web format.
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Course by
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Self Paced
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3 hours
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English
Whole genome sequencing of bacterial genomes - tools and applications
This course will cover the topic of Whole genome sequencing (WGS) of bacterial genomes which is becoming more and more relevant for the medical sector. WGS technology and applications are high on international political agenda, as the classical methods are being replaced by WGS technology and therefore bioinformatic tools are extremely important for allowing the people working in this sector to be able to analyze the data and obtain results that can be interpreted and used for different purposes.
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Course by
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Self Paced
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7 hours
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English
New Learning: Principles and Patterns of Pedagogy
Education is in a state of flux – transitioning from traditional architectures and practices to new ecologies of teaching and learning influenced by the tremendous social and technological changes of our times. What changes are afoot today in workplaces, civic life and everyday community life? What are their implications for education?
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Course by
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Self Paced
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15 hours
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English
Preparing for Your CertNexus Certification Exam
What is a certification? How is it different than a certificate or credential? This mini-course will answer these questions and provide learners direction on how to prepare for a certification exam from CertNexus or an other certification vendor. It includes tips and tricks to succeed in your journey towards certification, as well as step by step instructions how to schedule and take your exam, whether in person or online. In addition we will provide next steps after your certification, including posting your badge to social posts and your organization.
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Course by
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Self Paced
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3 hours
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English
Node.js Tutorial
Start learning Node.js with the W3Schools course and improve your web development skills. Node.js is an open source server environment that allows you to run JavaScript on a server. This is a structured and interactive version of the W3Schools Node.js Tutorial. The course is self-paced with text based modules, practical interactive examples and exercises to check your understanding as you progress. W3schools is the world's largest web developer learning site. Start learning with our proven tutorials used by millions of learners!
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Course by
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Self Paced
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11 hours
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English
Arts and Culture Strategy
Arts and culture leaders have a tough but rewarding task: creating and leading sustainable organizations that deliver real social value. There is a lot of competition out there. Being an effective leader means constantly adapting, cleverly using the best tools to reach as many people as possible. This course is designed to help leaders at any level do just that.
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Course by
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Self Paced
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9 hours
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English
Build a film club web app on Google AppEngine
In this 3-hour long project-based course, you will learn how to develop a basic web app on Google AppEngine and deploy it online on Google's infrastructure by creating and setting up your environment, managing user authentication with Firebase, creating and managing database entities with Firestore in Datastore mode.
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Course by
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Self Paced
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3 hours
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English
The Power of Markets III: Input Markets and Promoting Efficiency
The final module of the Power of Markets course begins by further exploring firm behavior in imperfectly competitive market settings: how firms with monopoly power can increase profits through price discrimination; and the price-output combinations we can expect firms to select in cases of monopolistic competition and oligopoly. We will also analyze monopolies from an efficiency perspective and look at the effects of imperfect information on firm and consumer behavior.
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Course by
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Self Paced
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8 hours
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English
Processing IoT Hub data streams with Azure Stream Analytics
In this 1-hour long project-based course, we will learn to create an IoT hub in the Azure cloud, register an IoT device within that IoT hub, send telemetry data from a raspberry pi web simulator to the IoT hub, create an Azure storage account and create stream analytics job with IoT hub as input and storage account as output so that we can store the sensor data on the Azure storage. Not only this, we will also see how we can perform queries and store specific telemetry data on the Azure storage. You must have some basic knowledge on working with Azure.
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Course by
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Self Paced
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2 hours
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English
Basic Robotic Behaviors and Odometry
"Basic Robotic Behaviors and Odometry" provides you with an introduction to autonomous mobile robots, including forward kinematics (“odometry”), basic sensors and actuators, and simple reactive behavior. This course is centered around exercises in the realistic, physics-based simulator, “Webots”, where you will experiment in a hands-on manner with simple reactive behaviors for collision avoidance and line following, state machines, and basic forward kinematics of non-holonomic systems.
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Course by
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Self Paced
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28 hours
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English
Building Products at Global Scale
Sponsored by AMAZON WEB SERVICES (AWS). In the previous course, Inspiring Peak Performance on Technical Teams, you learned about how to lead each individual team member to achieve a new personal best every day. Now, learn the skills that transcend the boundaries of your team and enable top tech companies to deliver the most popular and viral products and applications used by billions of people billions of times per day.
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Course by
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Self Paced
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5 hours
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English
Create and Test a Document AI Processor
This is a self-paced lab that takes place in the Google Cloud console. In this lab, you learn how to to create and use document processors using the Document AI API.
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Course by
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Self Paced
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1 hour
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English
Artificial Intelligence Ethics in Action
AI Ethics research is an emerging field, and to prove our skills, we need to demonstrate our critical thinking and analytical ability. Since it's not reasonable to jump into a full research paper with our newly founded skills, we will instead work on 3 projects that will demonstrate your ability to analyze ethical AI across a variety of topics and situations. These projects include all the skills you've learned in this AI Ethics Specialization.
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Course by
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Self Paced
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6 hours
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English
America's Unwritten Constitution
An introduction to basic techniques of constitutional interpretation.
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Course by
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Self Paced
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17 hours
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English
Azure Data Factory : Implement SCD Type 1
In this project, you will learn how to implement one of the most common concept in real world projects i.e.
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Course by
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Self Paced
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2 hours
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English
Connected Leadership
This course is designed to maximize your ability to create change at the individual, team and system levels. Through study, reflection, and deploying practical tools, you will establish a firm connection between your clearly articulated Purpose, effective Priorities, visualized Potential for success, and pathway to maximized Progress. But, what does that mean in practice?
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Course by
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Self Paced
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31 hours
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English
Dart: Variables, Data Structures, Objects, and Conditionals
This is a self-paced lab that takes place in the Google Cloud console. In this lab you will learn more about the basics of Dart. Build on your knowledge of Dart development…
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Course by
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Self Paced
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English
Implement a Docker Registry
If you need more control over the location and distribution of your Docker images, you should consider hosting your own registry locally using Docker Registry.
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Course by
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Self Paced
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3 hours
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English
Capstone Project: Teaching Impacts of Technology
In this project-based course you’ll review the Advanced Placement Computer Science Principles course and exam description guide to prepare for the “Explore Task”, where students must research a recent computing innovation and and analyze its impacts on the world. You’ll also review the description of this task from the student perspective and complete the task yourself. Then you’ll assess sample secondary student work by following the APCSP scoring guidelines as well as provide feedback to a fellow learner on their submitted task and receive the same from fellow learners.
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Course by
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Self Paced
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7 hours
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English
Get Started with Airtable
Airtable is a platform that you can use to streamline your processes, workflow, and projects. With Airtable, you have a database at your fingertips that allows you to customize for your needs. Integrations help to manage whatever you need to work on. Once you have developed your information in Airtable, you have options for viewing and sharing. You can keep your team and stakeholders up to date on the status of projects. The way that you present material can be changed based on your audience. Your team can view material in a Kanban or Gantt chart.
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Course by
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Self Paced
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1 hour
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English
Designing User Interfaces and Experiences (UI/UX)
UI and UX design is a thriving industry with numerous prospects for anyone with the right skills. This course is designed for those who are interested in starting a career in designing UI and UX experiences as well as developers who want to create web and front-end applications. It emphasizes the key concepts, tools, and methodologies used in front-end development. Web and mobile-accessible devices are transforming the world. Nowadays, everyone has a smartphone, tablet, smart TV, and/or laptop, which they use for communication and data searching.
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Course by
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Self Paced
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17 hours
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English
Attention Mechanism - 简体中文
本课程将向您介绍注意力机制，这是一种强大的技术，可令神经网络专注于输入序列的特定部分。您将了解注意力的工作原理，以及如何使用它来提高各种机器学习任务的性能，包括机器翻译、文本摘要和问题解答。
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Course by
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Self Paced
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English
U.S. Taxation of International Transactions
This course analyzes the tax treatment, issues, planning techniques and underlying government policies involved in doing business internationally. The course incorporates concepts learned in all of the tax courses as they relate to the impact on cross-border outbound transactions (i.e., the taxation of US taxpayers doing business abroad).
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Course by
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Self Paced
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14 hours
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English
Organize an event with Canva
In this project, you will be able to organize an event on Canva, using the various graphic design tools offered by the platform. You will design amazing digital content and print products that will help you organize, plan and promote events of any kind successfully. The intended audience for this project is beginners, with little or no graphic design experience. It will enable persons and small businesses to organize any kind of event by creating astonishing graphic designs.
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Course by
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Self Paced
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1 hour
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English