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Transformer Models and BERT Model - 日本語版

Transformer Models and BERT Model - 日本語版

このコースでは、Transformer アーキテクチャと Bidirectional Encoder Representations from Transformers(BERT)モデルの概要について説明します。セルフアテンション機構をはじめとする Transformer アーキテクチャの主要コンポーネントと、それが BERT モデルの構築にどのように使用されているのかについて学習します。さらに、テキスト分類、質問応答、自然言語推論など、BERT を適用可能なその他のタスクについても学習します。このコースの推定所要時間は約 45 分です。

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Renewable Power and Electricity Systems

Renewable Power and Electricity Systems

The energy revolution in underway. Renewable energy is growing at an astounding pace - notably in electricity. Wind turbines and solar photovoltaic (PV) systems account for most new power plants built worldwide, and are essential to building a low-carbon and sustainable energy future. As a result, there are countless new opportunities in renewable electricity.

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  • 13 hours
  • English
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Create C# App Inheritance, Composition, and Aggregation

Create C# App Inheritance, Composition, and Aggregation

By the end of this project you will create an application that uses the C# List data structure and the C# Linq to process a collection of Employees in a file.

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  • 2 hours
  • English
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Predicting House Prices with Regression using TensorFlow

Predicting House Prices with Regression using TensorFlow

In this 2-hour long project-based course, you will learn the basics of using Keras with TensorFlow as its backend and you will learn to use it to solve a basic regression problem.

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  • 2 hours
  • English
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Merge, Sort and Filter Data in Python Pandas

Merge, Sort and Filter Data in Python Pandas

Visualizing data patterns often involves re-arrangement and elimination to determine patterns.

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  • 3 hours
  • English
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Introduction to DevSecOps

Introduction to DevSecOps

DevSecOps has gained considerable momentum in recent years. It integrates software development (Dev), information security (Sec), and IT operations (Ops) so that businesses increase the value delivered by software. This course provides an overview of DevSecOps; introduces essential practices, such as continuous integration / continuous deployment (CI/CD), that shorten the cycle from implementing a feature to its availability to users; and describes how to start a DevSecOps transformation.

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  • 21 hours
  • English
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ERPO: A Civil Approach to Gun Violence Prevention Teach-Out

ERPO: A Civil Approach to Gun Violence Prevention Teach-Out

Evidence shows that 1 life is saved for every 10-20 Extreme Risk Protection Orders (ERPOs) issued. ERPOs are legally issued civil orders that allow people on the front lines to ask a court to prevent a person at imminent risk of harm to themselves or others from purchasing or possessing firearms during a critical period of risk. As of October 2020, ERPO laws have been enacted by nineteen states and the District of Columbia and while some aspects differ by state, the general process for applying and issuing ERPOs are quite similar.

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  • 5 hours
  • English
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Supporting Veteran Success in Higher Education

Supporting Veteran Success in Higher Education

This course is designed to be a training that familiarizes any faculty or staff member at a college or university with military and veteran culture as well as veteran-specific considerations in the areas of admissions, finances, academic and student life, and health and well-being. Our hope is that the information provided here will deepen the understanding of student veterans, resulting in a more veteran inclusive campus.

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  • 34 hours
  • English
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Identifying Bias in Mortgage Data using Cloud AI Platform and the What-if Tool

Identifying Bias in Mortgage Data using Cloud AI Platform and the What-if Tool

This is a self-paced lab that takes place in the Google Cloud console. In this lab, you use the What-if Tool to identify potential biases in a model trained on mortgage loan applications.

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  • 1 hour
  • English
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Machine Learning in the Enterprise - Português Brasileiro

Machine Learning in the Enterprise - Português Brasileiro

Este curso aborda o fluxo de trabalho de machine learning no dia a dia de forma prática: um estudo de caso em que uma equipe tem vários casos de uso e exigências comerciais em ML. A equipe precisa conhecer as ferramentas adequadas para o gerenciamento e a governança de dados, além de saber qual a melhor abordagem para o processamento de dados: desde fornecer uma visão geral do Dataflow e do Dataprep até usar o BigQuery para tarefas pré-processadas.

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Engineering Systems in Motion: Dynamics of Particles and Bodies in 2D Motion

Engineering Systems in Motion: Dynamics of Particles and Bodies in 2D Motion

This course is an introduction to the study of bodies in motion as applied to engineering systems and structures. We will study the dynamics of particle motion and bodies in rigid planar (2D) motion. This will consist of both the kinematics and kinetics of motion. Kinematics deals with the geometrical aspects of motion describing position, velocity, and acceleration, all as a function of time. Kinetics is the study of forces acting on these bodies and how it affects their motion.
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  • 23 hours
  • English
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Compare Inline, Internal, and External CSS

Compare Inline, Internal, and External CSS

In this intermediate-level course you will explore and compare three methods of applying CSS (Cascading Stylesheets) styles to HTML to visually enhance a website.

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  • 3 hours
  • English
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Intro to Time Series Analysis in R

Intro to Time Series Analysis in R

In this 2 hour long project-based course, you will learn the basics of time series analysis in R.

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  • 3 hours
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Create a Record of Students using Arrays in Java

Create a Record of Students using Arrays in Java

This project provides a step-by-step approach in instruction and will equip you with fundamental concepts of creating arrays and array lists in Java programming, from the ground up.

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  • 3 hours
  • English
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Project: Creating Your First C++ Application

Project: Creating Your First C++ Application

In this 1-hour long project-based course, you will learn how to implement the basics of C++ and OOP program design, discover pointers and memory management in C++, and find optimal situations for using C++ in the real world.

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  • 3 hours
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Splunk Search Expert 102

Splunk Search Expert 102

Take the next step in your knowledge of Splunk. In this course, you will learn how to use time differently based on scenarios, learn commands to help process, manipulate and correlate data.

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  • 6 hours
  • English
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Investment Banking: Financial Analysis and Valuation

Investment Banking: Financial Analysis and Valuation

This course will provide students the key building blocks required for a career in investment banking, valuation, and other corporate-finance focused fields. It is designed to provide a practical application of financial statement analysis and valuation techniques commonly performed by industry professionals.
The course has two major parts. The first focuses on the foundational elements of financial statement and ratio analysis.  The second applies the financial statements and forecasts within the context of company valuation, utilizing common industry valuation techniques.   

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  • 14 hours
  • English
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The Epistemic Quest for Truth: Introduction to epistemology

The Epistemic Quest for Truth: Introduction to epistemology

The introduction of the internet and of social media has drastically changed our information position. We live in a time of ‘truth decay’: the distinction between opinions and facts is blurred, opinions have more impact than facts, and sources of factual information are increasingly distrusted. Since philosophers love truth, they deplore these tendencies. But what can they do about them?

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  • 7 hours
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Building Regression Models with Linear Algebra

Building Regression Models with Linear Algebra

In this course, you'll learn how to distinguish between the different types of regression models. You will apply the Method of Least Squares to a dataset by hand and using Python. In addition, you will learn how to employ a linear regression model to identify scenarios. Let's get started!

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  • 6 hours
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Systematic Creative Thinking: Tools for Success

Systematic Creative Thinking: Tools for Success

Creativity is a widely acclaimed attribute. A range of creativity tools are available that rely on creativity principles to enable systematic idea generation. This module builds on the first module where various types of brainstorming were introduced along with the creativity diamond framework which provides a guide to which type of creative approach to use. Here we will introduce systematic creativity tools that can be used to provoke a wide range of ideas that might not normally arise and can be used to augment your innate creativity.
WHAT YOU WILL LEARN

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  • 11 hours
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Explore insights in text analysis using Azure Text Analytics

Explore insights in text analysis using Azure Text Analytics

In this one-hour project, you will understand how Azure Text Analytics works and how you can use the power of Natual Language Processing, NLP, and Machine Learning to extract information and explore insights from text.

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  • 2 hours
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Competitive Strategy and Organization Design Project

Competitive Strategy and Organization Design Project

This industry project is designed to allow you to apply the knowledge you have gained throughout the specialization for advising a real company. Our partner company will approach you with two specific questions the company is currently facing and that relate to the content of the specialization. You are asked to choose one of these questions and conduct an in-depth research on the topic. You need to collect relevant information, analyze it and relate it to the content you have learned throughout the Specialization.

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  • 8 hours
  • English
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Introduction to Data Analysis using Microsoft Excel

Introduction to Data Analysis using Microsoft Excel

In this project, you will learn the foundation of data analysis with Microsoft Excel using sales data from a sample company.

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  • 2 hours
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Revolutionary Ideas: Borders, Elections, Constitutions, Prisons

Revolutionary Ideas: Borders, Elections, Constitutions, Prisons

What is the purpose of government? Why should we have a State? What kind of State should we have?

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  • 18 hours
  • English
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Climate Adaptation in Africa

Climate Adaptation in Africa

This course explores why climate change adaptation is important globally and in the African context. Africa is considered to be one of the most vulnerable regions to climate change. Historically, climate-related hazards such as drought, flooding, pest and disease outbreaks, coastal storms, and heat waves have had devastating impacts on people and the environment in which they live. Often the damage knocks back progress that has been made in social and economic development, slowing down the achievement of development goals.

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  • 19 hours
  • English
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