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How Google does Machine Learning
Our Courses
Introduction to Predictive Modeling
Welcome to Introduction to Predictive Modeling, the first course in the University of Minnesota’s Analytics for Decision Making specialization. This course will introduce to you the concepts, processes, and applications of predictive modeling, with a focus on linear regression and time series forecasting models and their practical use in Microsoft Excel.
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Course by
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Self Paced
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12 hours
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English
Cloud Operations and Service Mesh with Anthos
This foundational course, course one of the Architecting Hybrid Cloud Infrastructure with Anthos series, equips students to plan and create Anthos environments: to build manageable and reliable multi-cluster Kubernetes infrastructure environments using Anthos and containers. This course is a continuation of Architecting with GKE and assumes direct experience with the technologies covered in that course.
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Course by
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Self Paced
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11 hours
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English
Innovation Demystified: Tools for Finance Professionals
Introducing the tools, methods and mindset that will enable contributions to any organizations’ innovation agenda, this course illustrates practical techniques specific to driving innovation. You will learn how and why leading, measuring, and executing innovation takes tools, methods and mindset different from those used to operate an established business.
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Course by
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Self Paced
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9 hours
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English
Security Operations
Welcome to course 5 of 5 of this Specialization, Security Operations. This course focuses our attention on the day-to-day, moment-by-moment active use of the security controls and risk mitigation strategies that an organization has in place. We will explore ways to secure the data and the systems they reside on, and how to encourage secure practices among people who interact with the data and systems during their daily duties.
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Course by
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Self Paced
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8 hours
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English
Cloud Spanner: Qwik Start
This is a self-paced lab that takes place in the Google Cloud console. This lab shows how to perform basic operations in Cloud Spanner using the Google Cloud Platform Console. Watch the short video Get a Highly Consistent, Scalable Database Service with Cloud Spanner.
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Course by
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Self Paced
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1 hour
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English
Discounted Cash Flow Modeling
By the end of the project, you will be able to value a company’s shares using the discounted cash flow modeling approach. ATTENTION: To take this course, it is required that you are familiar with the Weighted Average Cost of Capital and Capital Asset Pricing Model concepts. You can gain them by taking the guided project Introduction to Valuation with WACC. Note: This course works best for learners who are based in the North America region.
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Course by
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Self Paced
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2 hours
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English
Connect and Protect: Networks and Network Security
This is the third course in the Google Cybersecurity Certificate. These courses will equip you with the skills you need to apply for an entry-level cybersecurity job. You’ll build on your understanding of the topics that were introduced in the second Google Cybersecurity Certificate course. In this course, you will explore how networks connect multiple devices and allow them to communicate. You'll start with the fundamentals of modern networking operations and protocols.
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Course by
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Self Paced
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15 hours
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English
Sales Force Management
The second course in the Sales Operations/Management Specialization, Sales Force Management covers various aspects of hiring and personnel administration. Students will learn about job design and recruitment processes, tools of recruitment, the role of training in sales force development, and motivating salespeople to perform the tasks critical to an organization's success.
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Course by
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Self Paced
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19 hours
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English
Electric Industry Operations and Markets
This is a two week course. In the first week you will learn about the core activities that the Industry executes to bring electricity to customers. We will review what electricity is, how it is generated, how it is transmitted, how it comes into buildings, and how consumption of electricity instantly feeds back on the transmission and generation of electricity.
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Course by
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Self Paced
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8 hours
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English
International Business Operations
This course provides learners with a solid foundation in international supply, logistics, and foreign currency exchange. Foreign exchange is included in this course since it plays such an important role in planning and executing international operations. The first half of the course reviews critical roles that supply chain management, sourcing, logistics, and transportation play in contemporary global business. In the second half, the focus shifts to foreign currency exchange risks and methods for mitigating those risks, both financial and non-financial.
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Course by
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Self Paced
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12 hours
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English
Cloud SQL for MySQL: Qwik Start
This is a self-paced lab that takes place in the Google Cloud console. Create a Google Cloud SQL MySQL instance and perform SQL operations using Google Cloud Platform Console and mysql client. Watch this short video, Manage PostgreSQL and MySQL Databases Easily with Cloud SQL.
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Course by
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Self Paced
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1 hour
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English
Data Manipulation in RPA
The Data Manipulation in RPA course will provide knowledge about Variables, Arguments, and Data Manipulation. It will also introduce you to Variables and Arguments, their types, and their application in automation projects. In the later part of the course, you will learn about data manipulation in Studio. You will also learn about the different methods and operations performed on different data types and their usage in automation projects. Building on each concept, there will be demonstration videos that will explain these operations and methods.
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Course by
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Self Paced
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9 hours
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English
DevOps on Alibaba Cloud
Course description: The ACP DevOps Engineer Course is designed for developers and operations experts who will be deploying applications on Alibaba Cloud using DevOps tools and best practices. The course covers Alibaba Cloud's Kubernetes Container Service (ACK), the ARMS Prometheus monitoring service, Log Service, ActionTrail, Container Registry, and more.
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Course by
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Self Paced
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8 hours
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English
MLOps Tools: MLflow and Hugging Face
This course covers two of the most popular open source platforms for MLOps (Machine Learning Operations): MLflow and Hugging Face. We’ll go through the foundations on what it takes to get started in these platforms with basic model and dataset operations. You will start with MLflow using projects and models with its powerful tracking system and you will learn how to interact with these registered models from MLflow with full lifecycle examples. Then, you will explore Hugging Face repositories so that you can store datasets, models, and create live interactive demos.
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Course by
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Self Paced
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13 hours
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English
Algebra: Elementary to Advanced - Functions & Applications
After completing this course, students will learn how to successfully apply functions to model different data and real world occurrences. This course reviews the concept of a function and then provide multiple examples of common and uncommon types of functions used in a variety of disciplines. Formulas, domains, ranges, graphs, intercepts, and fundamental behavior are all analyzed using both algebraic and analytic techniques. From this core set of functions, new functions are created by arithmetic operations and function composition.
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Course by
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Self Paced
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6 hours
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English
Compliance and Risk Management
This course introduces risk management and compliance strategy. You will examine risk assessment and learn how to have a risk management mindset. You will learn different types of compliance, including legal and safety compliance, and its role in operational policies.
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Course by
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Self Paced
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English
Implement Polyglot Persistence Using SQL and NoSQL Databases
Have you ever wondered what happens to the registration details after you click on the submit button or to the order details once you press the confirm order button when you try to access any website? From where do you think, the details of the product catalogue are fetched to be displayed on the browser? All dynamic or interactive applications should be able to store the details provided by the user and retrieve them when requested. Most websites require a database.
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Course by
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Self Paced
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13 hours
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English
Operate Alibaba Cloud Systems and Services
Course description: ACA System Operator Certification Preparation Course is intended for individuals who have technical expertise in deployment, management and operations on Alibaba Cloud. It’s recommended for System administrators with at least one year of experience in deployment, management, and operations on Alibaba Cloud. ACA System Operator Certification is intended for individuals who have technical expertise in deployment, management, and operations on Alibaba Cloud.
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Course by
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Self Paced
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7 hours
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English
Building Candlestick Charts with Google Sheets
In this 1-hour long project-based course, you will learn how to extract stock price data from public sources, build Japanese candlestick charts and customize them, interpret stock price charts and draw conclusions. This course runs on Coursera's hands-on project platform called Rhyme. On Rhyme, you do projects in a hands-on manner in your browser. You will get instant access to pre-configured cloud desktops containing all of the software and data you need for the project. Everything is already set up directly in your Internet browser so you can just focus on learning.
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Course by
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Self Paced
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2 hours
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English
Managing Responsibly: Practicing Sustainability, Responsibility and Ethics
Managers are increasingly confronted with issues of sustainability, responsibility and ethics. Managing responsibly is an integrative approach to sustainability, responsibility and ethics, which allows you as a manager to deal competently with such challenges. This course will facilitate your learning process to engage in changing practices to make them more sustainable, responsible, and ethically informed. We will first introduce the context of the trend towards responsible management practices (week 1).
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Course by
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Self Paced
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22 hours
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English
Intel® Network Academy - Network Transformation 102
Welcome to the Intel® Network Academy – a comprehensive training program on network transformation. In this program, we will be covering the topic areas of software defined infrastructure (SDI) network functions virtualization (NFV), software-defined networking (SDN) and beyond. Network Transformation 102 covers topics such as VNF Operations & Development, Cryptography, and Hyperscan technology, students will dive into the benefits of Intel hardware and software and explore how to accelerate compute-intensive operations with Intel® QuickAssist Technology (Intel® QAT).
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Course by
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Self Paced
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English
Data-Driven Process Improvement
By the end of this course, learners are empowered to implement data-driven process improvement objectives at their organization. The course covers: the business case for IoT (Internet of Things), the strategic importance of aligning operations and performance goals, best practices for collecting data, and facilitating a process mapping activity to visualize and analyze a process’s flow of materials and information.
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Course by
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Self Paced
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9 hours
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English
Case studies in business analytics with ACCENTURE
Who is this course for ? This course is RESTRICTED TO LEARNERS ENROLLED IN Strategic Business Analytics SPECIALIZATION as a preparation to the capstone project. During the first two MOOCs, we focused on specific techniques for specific applications. Instead, with this third MOOC, we provide you with different examples to open your mind to different applications from different industries and sectors. The objective is to give you an helicopter overview on what's happening in this field.
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Course by
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Self Paced
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8 hours
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English
Developing Cloud Apps with Node.js and React
Note: This course has been replaced by the following two IBM courses:
- Developing Front-End Apps with React
- Developing Back-End Apps with Node.js and Express
Are you ready to learn about some of the most in-demand libraries in back-end and front-end development? This is the course for you! In a recent Stack Overflow survey, JavaScript was ranked as the most commonly used programming language. Node.js and React.js were voted as the most popular web frameworks and technologies.
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Course by
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Self Paced
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16 hours
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English
Management of Urban Infrastructures – part 1
Sustainability, Resilience and Efficiency are fundamental considerations for city managers in managing urban infrastructures. Today, more than 3.9 billion people, making up more than 54% of the global population, live in cities. Urbanization is expected to continue in the coming years, raising the urban population to 6.0 billion by 2045. This dramatic increase in urban populations will inevitably increase the demand for energy, mobility (transportation), water, and other urban services in every city around the world.
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Course by
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Self Paced
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English