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심층 신경망 개선: 하이퍼파라미터 튜닝, 정규화 및 최적화 DeepLearning.AI

심층 신경망 개선: 하이퍼파라미터 튜닝, 정규화 및 최적화

딥 러닝 전문화 두 번째 과정에서는 딥 러닝 블랙박스를 열어 성과를 이끌어내고 체계적으로 좋은 결과를 만들어내는 과정을 이해하게 됩니다. 최종적으로, 테스트 세트를 훈련 및 개발하고 딥 러닝 애플리케이션 구축을 위한 바이어스/분산을 분석하는 모범 사례를 배우게 됩니다. 초기화, L2 및 드롭아웃 정규화, 하이퍼파라미터 튜닝, 배치 정규화 및 기울기 검사와 같은 표준 신경망 기술을 사용할 수 있어야 합니다. 미니 배치 기울기 하강법, 모멘텀, RMSprop 및 Adam과 같은 다양한 최적화 알고리즘을 구현 및 적용하고 수렴을 확인하고 TensorFlow에서 신경망을 구현합니다. 딥 러닝 전문화는 딥 러닝의 기능, 과제 및 결과를 이해하고 최첨단 AI 기술 개발에 참여할 수 있도록 준비하는 데 도움이 되는 기본 프로그램입니다. 머신 러닝을 업무에 적용하고, 기술 경력 수준을 높이고, AI 세계에서 결정적인 단계를 완료할 수 있는 지식과 기술을 얻을 수 있는 경로를 제공합니다.

schedule 3 Months
$306 / TOTAL
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Klimat, miljö och hälsa Lund University

Klimat, miljö och hälsa

Kursens övergripande syfte är att du som går kursen kommer att lära dig om och bättre förstå hur klimatförändringar påverkar vår hälsa. Kursen ger även relevanta kunskaper om orsaker till klimatförändringar och hur olika klimatmodeller används för att beskriva dessa. Dessutom syftar kursen också till att belysa hur klimatförändringar påverkar samhället ur många olika perspektiv. Kursen ger en bred grund till vidare arbete med klimatförändringar i olika sammanhang. Kursens innehåll är indelad i fyra olika moduler: Modul 1: Vad är klimat och klimatförändringar Här diskuteras och beskrivs den grundläggande vetenskapen bakom klimatförändringar. Det innebär att översiktligt förklara vad global uppvärmning och klimatförändring är – samt hur vi kan veta att jorden blir varmare och att klimatet förändras. Modul 2: Klimatförändringens effekter på hälsan Här diskuteras och beskrivs hur klimatförändringar påverkar hälsan, både på ett individuellt plan och på befolkningsnivå. Särskild betoning kommer ligga på extremväder och hur dessa påverkar människa och samhälle. Modul 3: Klimatförändringar och sjukdomar Här diskuteras och beskrivs hur klimatförändringar förändrar risken att bli sjuk i olika typer av sjukdomar, alltifrån icke-smittsamma sjukdomar såsom kardiovaskulär sjukdom och psykisk ohälsa – men också smittsamma sjukdomar som t ex vatten- och vektorburna sjukdomar kommer att förändras. Modul 4: Anpassningar och andra åtgärder för att begränsa klimatförändringarnas hälsopåverkan Här diskuteras de internationella ansträngningar som görs inom ramen för FN:s klimatkonvention samt andra initiativ på global, nationell och lokal nivå, men även de motverkande krafter som vill fördröja dessa ansträngningar. I modulen ligger fokus på hur vi i Sverige kan anpassa oss till en pågående klimatförändring för att begränsa negativa hälsokonsekvenser.

schedule 6 Months
$256 / TOTAL
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QoS for Newer Network Technologies Cisco Learning and Certifications

QoS for Newer Network Technologies

In today’s dynamic business landscape, wireless networks have evolved far beyond basic data transport—they now support bandwidth-intensive and time-sensitive multimedia applications across industries like retail, finance, and education. As these demands grow, implementing effective Quality of Service (QoS) measures becomes essential to ensure critical applications—such as VoIP, video, and enterprise databases—always perform reliably. This course provides a comprehensive journey into the world of wireless and wired QoS, guiding you through the core principles, challenges, and best practices for modern enterprise networks. Leveraging expertise from Cisco, a global leader in networking, the course blends practical case studies with a unified, vendor-agnostic approach to QoS. You’ll explore how to design and implement tailored QoS policies that prioritize business-critical applications, and learn to coordinate end-to-end QoS strategies across campus, WAN, and service provider networks. The curriculum spotlights the importance of synchronizing enterprise and service provider policies, and showcases how Cisco’s Software-Defined Access, SD-WAN, and Software-Defined Data Center solutions deliver cutting-edge, unified QoS. Whether you manage networks or are looking to advance your technical skills, this course delivers essential, in-demand knowledge designed to future-proof your expertise.

schedule 3 Months
$198 / TOTAL
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Clinical Trials Data Management and Quality Assurance Johns Hopkins University

Clinical Trials Data Management and Quality Assurance

In this course, you’ll learn to collect and care for the data gathered during your trial and how to prevent mistakes and errors through quality assurance practices. Clinical trials generate an enormous amount of data, so you and your team must plan carefully by choosing the right collection instruments, systems, and measures to protect the integrity of your trial data. You’ll learn how to assemble, clean, and de-identify your datasets. Finally, you’ll learn to find and correct deficiencies through performance monitoring, manage treatment interventions, and implement quality assurance protocols.

schedule 5 Months
$300 / TOTAL
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Energía total: Producción, transporte y almacenamiento Universidad de los Andes

Energía total: Producción, transporte y almacenamiento

El escenario energético global actual, enfrentando la descarbonización, el cambio climático y la seguridad energética, exige profesionales con una comprensión integral de los sistemas energéticos. La capacidad de analizar la cadena de valor de la energía —desde su producción hasta su uso final— es crucial para identificar mejoras y tomar decisiones estratégicas que impulsen la transición hacia un modelo energético resiliente, eficiente y sostenible. Este conocimiento permite abordar con solvencia los complejos desafíos del sector. Este curso proporciona una visión completa y aplicada de dicha cadena de valor. Explorarás cómo se interrelacionan las etapas de producción, transporte, almacenamiento y consumo, y cómo su optimización impacta la transformación de los sistemas energéticos. Se analizan fuentes de energía convencionales y renovables, y se profundiza en tecnologías innovadoras de almacenamiento y transporte como el hidrógeno verde y baterías, examinando su contribución a la eficiencia y sostenibilidad. Diseñado para fomentar un aprendizaje activo y aplicado, el curso utiliza videos explicativos, lecturas seleccionadas y actividades prácticas centradas en desafíos reales, constituyendo una base sólida para quienes deseen avanzar hacia estudios más especializados en el campo energético.

schedule 6 Months
$161 / TOTAL
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Speaking Skills for University Success University of California, Irvine

Speaking Skills for University Success

As a student in an English-speaking university, you’ll need to speak in many situations, both formal and informal, planned and spontaneous. In this course, you’ll get advice for speaking in many different situations. You’ll learn how to prepare for an academic discussion with classmates and how to lead a discussion effectively. You’ll learn about how to work smoothly in group projects—a popular type of assignment in many university classes—and what to say in small talk with classmates or others. You’ll learn how to give an unplanned, impromptu speech and also how to plan and deliver a formal presentation in class. Speaking in any of these situations can be a bit intimidating, but if you know what to do and practice whenever the opportunity arises, it will become easier, and you can become a more confident and successful speaker.

schedule 6 Months
$364 / TOTAL
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Data Analysis and Visualization with Generative AI in Excel Microsoft

Data Analysis and Visualization with Generative AI in Excel

In this course, it is necessary to have access to Microsoft 365 with Copilot enabled, although no prior experience with Copilot is needed. You'll explore how to use Copilot Pro and Microsoft 365 Copilot in Excel to work with data more efficiently. You'll learn to transform raw data into meaningful insights and eye-catching visualizations, all with the help of AI. You'll cover advanced techniques for manipulating data, generating insights, creating visualizations, and summarizing information using Copilot in Excel. By the end of the course, you'll be able to: • Manipulate and analyze datasets using Copilot in Excel. • Generate valuable insights from a provided dataset. • Create effective data visualizations using natural language prompts with Copilot in Excel. • Synthesize and summarize information into concise, actionable formats. With these skills, you'll be ready to tackle data challenges confidently and enhance your productivity using Excel and AI-powered tools. Required Course Materials: A Copilot license is required to complete this course. If you don’t have a Microsoft 365 Personal or Family license, you can start a free 30-day trial using the link provided in the course.

schedule 8 Months
$306 / TOTAL
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Crash Course on Python Google

Crash Course on Python

This course is designed to teach you the foundations in order to write simple programs in Python using the most common structures. No previous exposure to programming is needed. By the end of this course, you will understand the benefits of programming in IT roles; understand basic Python syntax; explore different code editors and developer environments; be able to write simple programs using Python; figure out how the building blocks of programming fit together; and combine all of this knowledge to solve a complex programming problem. We'll start off by diving into the basics of writing a computer program. Along the way, you’ll get hands-on experience with programming concepts through interactive exercises and real-world examples. You’ll quickly start to see how computers can perform a multitude of tasks — you just have to write code that tells them what to do.

schedule 3 Months
$205 / TOTAL
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Standardize Team Ceremonies for Success Coursera

Standardize Team Ceremonies for Success

Standardize Team Ceremonies for Success is a beginner-level course for project managers and team leads tired of unproductive meetings that end without clear outcomes. This course teaches you how to stop reinventing the wheel for every sprint review or weekly sync and start building a system for consistency and accountability. You will learn to design a high-impact, reusable template that structures agendas, captures key decisions, and tracks action items with clear owners and due dates. Through hands-on practice, you will not only build a template but also craft a communication plan to ensure your team enthusiastically adopts it. The course culminates in creating a Team Ceremony Standardization Report, proving you can bring efficiency and clarity to any team process. By the end, you'll have the skills to transform your team's most important meetings from chaotic discussions into engines for action.

schedule 5 Months
$388 / TOTAL
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RStudio for Six Sigma - Basic Descriptive Statistics Coursera

RStudio for Six Sigma - Basic Descriptive Statistics

Welcome to RStudio for Six Sigma - Basic Description Statistics. This is a project-based course which should take approximately 2 hours to finish. Before diving into the project, please take a look at the course objectives and structure. By the end of this project, you will learn to perform Basic Descriptive Analysis (Six Sigma) tasks hands-on using RStudio. Both R language and RStudio tools are Open Source and can be used for most Six Sigma analysis tasks without needing commercial software.

schedule 6 Months
$359 / TOTAL
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How to Become a Trusted Advisor with Jagdish Sheth Kennesaw State University

How to Become a Trusted Advisor with Jagdish Sheth

With the digitization of information, most expertise is now available online with search engines such as Google. Therefore, experts for hire for certified occupations such as law, medicine, and accounting are likely to be automated and commodified. As a result, one has to transition from an expert for hire to a trusted advisor. This course, taught by Professor Jagdish Sheth, 2020 Padma Bhushan Award winner for Literature and Education, is based on interviews with more than 30 CEOs and chairmans of very large enterprises with the goal of identifying attributes of a trusted advisor. We highlight 7 specific attributes of great advisors including integrity, empathy, selfless independence, and big picture thinking. The best trusted advisors are those who have experienced adversity in their own lives.

schedule 7 Months
$350 / TOTAL
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The Business of Product Management II Advancing Women in Tech

The Business of Product Management II

Sponsored by AMAZON WEB SERVICES (AWS). Learn real-world product management lessons from Amazon, Tesla, Uber, WeWork, Zoom, the United States Armed Forces, Facebook, Google, Alphabet, Poshmark, Slack, Twitter, Headspace, Walmart Labs, Humana, Schwab, Allianz, Amex, Grohe, Amazon, Costco, Progressive, Activision, Yelp, H&M, Basecamp, Microsoft, and more! Featuring: * NANCY WANG, Head of Data Protection Services, Amazon Web Services; Founder and CEO, Advancing Women in Product * VERONICA PINCHIN, Director of Product Management, Sidewalk Labs * KATE ZHANG, Product Manager, Instagram * BARKHA SAXENA, Chief Data Officer, Poshmark This is the second of four courses in the ACE Recommended Real-World Product Management Specialization. When you complete all four courses, you can earn up to 6 college credits.

schedule 3 Months
$138 / TOTAL
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Introduction to Genetics and Evolution Duke University

Introduction to Genetics and Evolution

Introduction to Genetics and Evolution is a college-level class being offered simultaneously to new students at Duke University. The course gives interested people a very basic overview of some principles behind these very fundamental areas of biology. We often hear about new "genome sequences," commercial kits that can tell you about your ancestry (including pre-human) from your DNA or disease predispositions, debates about the truth of evolution, why animals behave the way they do, and how people found "genetic evidence for natural selection." This course provides the basic biology you need to understand all of these issues better, tries to clarify some misconceptions, and tries to prepare students for future, more advanced coursework in Biology (and especially evolutionary genetics). No prior coursework is assumed.

schedule 6 Months
$263 / TOTAL
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Getting Started with AWS Config Amazon Web Services

Getting Started with AWS Config

With AWS Config, you can continually monitor and record your Amazon Web Services (AWS) resource configurations, which can help you automate the evaluation of recorded configurations against desired configurations. In this course, you will learn the benefits and technical concepts of AWS Config. If you are new to the service, you will learn how to start with AWS Config through a demonstration using the AWS Management Console. You will learn about the native architecture and how the built-in features can help you simplify AWS resource configurations.

schedule 8 Months
$397 / TOTAL
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微影人的自我修养 Fudan University

微影人的自我修养

目前市面上有越来越多的微电影技术与流程方面的教程,通过它们你可以知道拍微电影大致的制作流程与技术,但这样你接触的只是微电影创作的皮毛。因为,拍微电影,从根本上说我们面对的是人:演员、工作人员、观众这些活生生的人,而人比机器要难把握多了。因此,微电影创作是一种独具风格、需要深入复杂人性与感受的深层次独立创作。 本课程授课教师本着“授人以鱼,不如授人以渔”的原则,直面现有微电影实践教学中“只重技术与流程、不重观念与思维”的普遍性问题,总结多年的创作体验和授课心得,将课程分为“亲临微电影创作现场” 、 “ 勤修微影人观念”、“勤养微电影思维” 的渐进式三大模块,通过项目创作和情境再现的直观形式,带你从了解微电影的拍摄与流程的实质开始,逐步深入微电影的剧本创意与写作、角色塑造、主题表达、叙事方式、风格形成等方面真正的要点与难点,让你真切领会到微电影的创作精髓; 同时,深入研究微电影与电影在本质上、创作上的异同,提炼出微电影创作人在“初心、情怀、风格、思维、结构、细节、人物、细节、流程”等各个方面所应具备的素质与观念,并引导微影人将这些微电影素养的培养作为长期的目标坚持下去,使它变成你的自身素养的一部分,促使你达到对客观世界与对象的更高境界的感受与把握。从而在这些扎实修养的基础之上,哪怕只给你一个手机,你也依然创作出独具魅力的微电影“大片”。 授课原则: 不讲某一个软件、某一个设备的具体的操作方法。 不讲非常完善的理论体系。(因为这些内容相关书籍或在线教程有很多,教师会在必要的时候给出相应的资料、教程链接以供补充学习与参考) 不提供技术词典。 专注从创作中得来的、接近创作本质的心得、体会、思考。 坚持在创作与思考不断提升自我修养。

schedule 4 Months
$140 / TOTAL
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Configuring and Managing Security Operations in Azure Packt

Configuring and Managing Security Operations in Azure

This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. Take control of your cloud security posture with this comprehensive course on configuring and managing security operations in Microsoft Azure. You’ll gain the expertise to enforce security policies, automate threat responses, and monitor hybrid and multi-cloud environments effectively. The course begins with foundational elements like Azure Policy, Blueprints, and Key Vaults, followed by advanced configurations using Dedicated HSMs and secure key management. You’ll learn to remediate risks using Microsoft Defender for Cloud and integrate industry compliance standards. Later, you'll explore Microsoft Sentinel, automate incident responses, evaluate alerts, and create custom analytics rules. Hands-on modules help you master tools like Azure Monitor, Logic Apps, and vulnerability scanning across diverse environments. This course is ideal for security analysts, cloud engineers, and IT professionals responsible for cloud security operations. Prior Azure experience and familiarity with basic security principles are recommended. This course is best suited for intermediate learners.

schedule 5 Months
$134 / TOTAL
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