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Reproducible Research

Reproducible Research

This course focuses on the concepts and tools behind reporting modern data analyses in a reproducible manner. Reproducible research is the idea that data analyses, and more generally, scientific claims, are published with their data and software code so that others may verify the findings and build upon them. The need for reproducibility is increasing dramatically as data analyses become more complex, involving larger datasets and more sophisticated computations.

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  • 8 ساعات
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Identifying Social Entrepreneurship Opportunities

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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  • 25 ساعات
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Major Engineering Project Performance

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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  • 19 ساعات
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Design a User Experience for Social Good & Prepare for Jobs

Design a User Experience for Social Good & Prepare for Jobs

Design a User Experience for Social Good and Prepare for Jobs is the seventh and final course in a program that will equip you with the skills you need to become an entry-level UX designer. In this course, you will design a dedicated mobile app and a responsive website focused on social good. You will showcase all that you’ve learned during the certificate program to complete the design process from beginning to end: empathizing with users, defining their pain points, coming up with ideas for design solutions, creating wireframes and prototypes, and testing designs to get feedback.

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  • 87 ساعات
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Toxicology 21: Scientific Applications

Toxicology 21: Scientific Applications

This course familiarizes students with the novel concepts being used to revamp regulatory toxicology in response to a breakthrough National Research Council Report “Toxicity Testing in the 21st Century: A Vision and a Strategy.” We present the latest developments in the field of toxicology—the shift from animal testing toward human relevant, high content, high-throughput integrative testing strategies. Active programs from EPA, NIH, and the global scientific community illustrate the dynamics of safety sciences.

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  • 96 ساعات
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Network Security & Database Vulnerabilities

Network Security & Database Vulnerabilities

This course gives you the background needed to understand basic network security. You will learn the about Local Area Networks, TCP/IP, the OSI Framework and routing basics. You will learn how networking affects security systems within an organization. You will learn the network components that guard an organization from cybersecurity attacks.\n\nIn addition to networking, you will learn about database vulnerabilities and the tools/knowledge needed to research a database vulnerability for a variety of databases including SQL Injection, Oracle, Mongo and Couch.

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  • 15 ساعات
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Create High-Fidelity Designs and Prototypes in Figma

Create High-Fidelity Designs and Prototypes in Figma

Create High-Fidelity Designs and Prototypes in Figma is the fifth course in a certificate program that will equip you with the skills you need to apply to entry-level jobs in user experience (UX) design. In this course, you will follow step-by-step tutorials to learn how to create high-fidelity designs, called mockups, in Figma, a popular design tool. Then, you’ll turn those designs into an interactive prototype that works like a finished product. You’ll conduct research to collect feedback about your designs and make improvements.

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  • 69 ساعات
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Business English: Marketing and Sales

Business English: Marketing and Sales

If you work in marketing, sales, or advertising, you already know that effective communication is a requirement. This can be even more difficult when expressing your ideas in a persuasive manner in English. In this course, you will learn to use English more efficiently while joining successful global professionals around the world. Develop your skills along with authentic characters that work in marketing and also work hard to improve their communication skills. Learn from your successes and failures, reflect on your own style, strengths, and improvement areas.

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  • 32 ساعات
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Build Wireframes and Low-Fidelity Prototypes

Build Wireframes and Low-Fidelity Prototypes

Build Wireframes and Low-Fidelity Prototypes is the third course in a certificate program that will equip you with the skills you need to apply to entry-level jobs in user experience (UX) design. In this course, you’ll continue to design a mobile app for your professional UX portfolio. You’ll start by creating storyboards and getting familiar with the basics of drawing. Then, you'll create paper wireframes and digital wireframes using the design tool Figma. You’ll also create a paper prototype and a digital low-fidelity prototype in Figma.

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  • 41 ساعات
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Big Data, Artificial Intelligence, and Ethics

Big Data, Artificial Intelligence, and Ethics

This course gives you context and first-hand experience with the two major catalyzers of the computational science revolution: big data and artificial intelligence. With more than 99% of all mediated information in digital format and with 98% of the world population using digital technology, humanity produces an impressive digital footprint. In theory, this provides unprecedented opportunities to understand and shape society. In practice, the only way this information deluge can be processed is through using the same digital technologies that produced it.

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  • 12 ساعات
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Conduct UX Research and Test Early Concepts

Conduct UX Research and Test Early Concepts

Conduct UX Research and Test Early Concepts is the fourth course in a certificate program that will equip you with the skills you need to apply to entry-level jobs in user experience (UX) design. In this course, you will learn how to plan and conduct a usability study to gather feedback about designs. Then, you will modify your low-fidelity designs based on insights from your research. Current UX designers and researchers at Google will serve as your instructors, and you will complete hands-on activities that simulate real-world UX design scenarios.

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  • 45 ساعات
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Introduction to Systematic Review and Meta-Analysis

Introduction to Systematic Review and Meta-Analysis

We will introduce methods to perform systematic reviews and meta-analysis of clinical trials. We will cover how to formulate an answerable research question, define inclusion and exclusion criteria, search for the evidence, extract data, assess the risk of bias in clinical trials, and perform a meta-analysis.

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  • 14 ساعات
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Natural Language Processing with Attention Models

Natural Language Processing with Attention Models

In Course 4 of the Natural Language Processing Specialization, you will: a) Translate complete English sentences into Portuguese using an encoder-decoder attention model, b) Build a Transformer model to summarize text, c) Use T5 and BERT models to perform question-answering. By the end of this Specialization, you will have designed NLP applications that perform question-answering and sentiment analysis, and created tools to translate languages and summarize text! Learners should have a working knowledge of machine learning, intermediate Python including experience with a deep learning fra

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  • 35 ساعات
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Summary Statistics in Public Health

Summary Statistics in Public Health

Biostatistics is the application of statistical reasoning to the life sciences, and it is the key to unlocking the data gathered by researchers and the evidence presented in the scientific literature. In this course, we'll focus on the use of statistical measurement methods within the world of public health research. Along the way, you'll be introduced to a variety of methods and measures, and you'll practice interpreting data and performing calculations on real data from published studies.

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  • 15 ساعات
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Data Pipelines with TensorFlow Data Services

Data Pipelines with TensorFlow Data Services

Bringing a machine learning model into the real world involves a lot more than just modeling.

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  • 12 ساعات
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Sports and Building Aerodynamics

Sports and Building Aerodynamics

COURSE ABSTRACT: \nHave we reached the boundaries of what can be achieved in sports and building design? The answer is definitely “NO”. This course explains basic aspects of bluff body aerodynamics, wind tunnel testing and Computational Fluid Dynamics (CFD) simulations with application to sports and building aerodynamics. It is intended for anyone with a strong interest in these topics. Key fields addressed are urban physics, wind engineering and sports aerodynamics.\n\nCOURSE CONTENTS:\nThe course consists of 6 weeks.

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  • 24 ساعات
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Excel Basics for Data Analysis

Excel Basics for Data Analysis

Spreadsheet tools like Excel are an essential tool for working with data - whether for data analytics, business, marketing, or research. This course is designed to give you a basic working knowledge of Excel and how to use it for analyzing data. This course is suitable for those who are interested in pursuing a career in data analysis or data science, as well as anyone looking to use Excel for data analysis in their own domain.

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  • 12 ساعات
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Natural Language Processing with Classification and Vector Spaces

Natural Language Processing with Classification and Vector Spaces

In Course 1 of the Natural Language Processing Specialization, you will: a) Perform sentiment analysis of tweets using logistic regression and then naïve Bayes, b) Use vector space models to discover relationships between words and use PCA to reduce the dimensionality of the vector space and visualize those relationships, and c) Write a simple English to French translation algorithm using pre-computed word embeddings and locality-sensitive hashing to relate words via approximate k-nearest neighbor search.

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  • 33 ساعات
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Cybersecurity Capstone:  Breach Response Case Studies

Cybersecurity Capstone: Breach Response Case Studies

This course gives you the background needed to gain Cybersecurity skills as part of the IBM Cybersecurity Professional Certificate programs. You will explore incident response methodologies and security models. You will learn to recognize and categorize key types of vulnerabilities and associated attacks against today's organizations.

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  • 16 ساعات
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Politics and Economics of International Energy

Politics and Economics of International Energy

Energy issues have always been important in international relations, but in recent years may have become even more important than in the past due to the widespread awareness of existing limits to energy sources and negative climate impacts. The course discusses global trends in energy consumption and production, various available scenarios for potential developments in the coming decades, the availability of oil reserves and the evolution of the oil industry. It then discusses natural gas and highlights the differences between oil and gas.

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  • 30 ساعات
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The Brain and Space

The Brain and Space

This course is about how the brain creates our sense of spatial location from a variety of sensory and motor sources, and how this spatial sense in turn shapes our cognitive abilities. Knowing where things are is effortless. But “under the hood,” your brain must figure out even the simplest of details about the world around you and your position in it. Recognizing your mother, finding your phone, going to the grocery store, playing the banjo – these require careful sleuthing and coordination across different sensory and motor domains.

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  • 10 ساعات
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Improving your statistical inferences

Improving your statistical inferences

This course aims to help you to draw better statistical inferences from empirical research. First, we will discuss how to correctly interpret p-values, effect sizes, confidence intervals, Bayes Factors, and likelihood ratios, and how these statistics answer different questions you might be interested in. Then, you will learn how to design experiments where the false positive rate is controlled, and how to decide upon the sample size for your study, for example in order to achieve high statistical power.

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  • 28 ساعات
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Start the UX Design Process: Empathize, Define, and Ideate

Start the UX Design Process: Empathize, Define, and Ideate

Start the UX Design Process: Empathize, Define, Ideate is the second course in a certificate program that will equip you with the skills needed to apply to entry-level jobs in user experience (UX) design. In this course, you’ll complete the first phases of the design process for a project that you’ll be able to include in your portfolio. You will learn how to empathize with users and understand their pain points, define user needs using problem statements, and come up with lots of ideas for solutions to those user problems.

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  • 50 ساعات
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Research Proposal: Initiating Research

Research Proposal: Initiating Research

Market Research is a growing and important field that is used in many industries around the world. Given all the data that is collected whether by organizations, industries, social media, governments, etc., it’s important that someone can review and sift through all the noise to provide valuable insights. And that’s where you come in as a market researcher. This course will only scratch the surface and provide you a foundational understanding of this field. In this course, you will be able to define market research and identify some tools used in the industry.

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  • 11 ساعات
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Fundamental Neuroscience for Neuroimaging

Fundamental Neuroscience for Neuroimaging

Neuroimaging methods are used with increasing frequency in clinical practice and basic research. Designed for students and professionals, this course will introduce the basic principles of neuroimaging methods as applied to human subjects research and introduce the neuroscience concepts and terminology necessary for a basic understanding of neuroimaging applications.

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  • 9 ساعات
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