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Preparing Text for AI Models Coursera

Preparing Text for AI Models

The Preparing Text for AI Models course is designed for developers, engineers, and technical product builders who are new to Generative AI but already possess intermediate machine learning knowledge, basic Python proficiency, and familiarity with development environments such as VS Code, and who want to engineer, customize, and deploy open generative AI solutions while avoiding vendor lock-in. The course equips learners with practical skills in dataset sourcing, preprocessing, and formatting for training large language models. Starting with the discovery of text datasets from repositories like Hugging Face, Kaggle, and Common Crawl, learners evaluate quality, relevance, and licensing considerations. The course then covers preprocessing pipelines, including text cleaning, normalization, deduplication, and tokenization strategies, ensuring efficiency and compatibility with model training. Learners also design annotation schemas, apply semi-automated labeling techniques, and build validation workflows to maintain quality. The final module guides learners in constructing structured datasets for instruction tuning, fine-tuning, and benchmarking, supported by best practices in train-test splits and stratification. By the end of the course, learners will have created production-ready text datasets suitable for generative AI applications.

schedule 5 Months
$115 / TOTAL
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TCP/IP, Routing, and Wireless Networking Packt

TCP/IP, Routing, and Wireless Networking

Updated in May 2025. This course now 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. Master the intricacies of modern networking with this comprehensive course on TCP/IP, routing, and wireless networking. Dive into foundational concepts like IP addressing, subnetting, and binary logic, equipping you to configure and troubleshoot networks with confidence. By the end, you'll have a strong grasp of both dynamic and static IP addressing, and advanced routing techniques such as RIP, OSPF, and BGP. Begin your journey with the basics of TCP/IP and progress through practical applications, including router configuration, NAT, port forwarding, and network security. Along the way, you'll explore essential tools like Wireshark and Netstat, and learn to implement protocols like SSH, FTP, and DNS. Later modules delve into encryption, authentication, and certificate management to secure your networks against modern threats. Learn the nuances of switch management, VLANs, load balancing, and proxy servers. Understand how to optimize network traffic, secure your infrastructure, and deploy devices strategically for peak performance. Through hands-on scenarios and troubleshooting exercises, you'll gain the skills to handle real-world challenges. This course is perfect for IT professionals, network administrators, and anyone passionate about networking. While a basic understanding of computers is recommended, the course accommodates learners of all levels, from beginner to advanced.

schedule 6 Months
$199 / TOTAL
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Analyze and Apply Foreign Exchange Market Concepts EDUCBA

Analyze and Apply Foreign Exchange Market Concepts

By completing this course, learners will be able to explain the structure of the foreign exchange market, analyze currency quotation systems, evaluate forex instruments, and apply exchange rate concepts to real-world transactions. They will gain a clear understanding of how currencies are traded globally and how forex markets support international trade and financial operations. This course benefits learners by building strong foundational and practical knowledge of the foreign exchange market, making it ideal for students of international business, finance, and economics, as well as professionals seeking to strengthen their understanding of global currency markets. Learners will develop the ability to interpret exchange rates, understand market participants, and assess the role of spot, forward, and derivative instruments in managing currency exposure. What makes this course unique is its structured, concept-to-application approach, combining theoretical clarity with practical transaction-based examples. The content is organized into clearly defined modules and lessons, reinforced through practice and graded quizzes to ensure measurable learning outcomes. With a focus on real-world relevance and academic rigor, this course equips learners with industry-aligned forex knowledge that can be confidently applied in professional and academic settings.

schedule 4 Months
$322 / TOTAL
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流行病学基础(上) Peking University

流行病学基础(上)

流行病学是研究人群中疾病与健康状况的分布及其影响因素,并研究如何防治疾病及促进健康的策略和措施的科学。作为医学专业的一门主干课程,本门课程的教学目标是使学生通过本门课程学习,掌握流行病学的原理和概念及在医学领域中的应用;初步掌握流行病学研究的思路,方法和实施步骤;初步掌握利用流行病学调查研究结果进行卫生防疫、防病策略的制订和措施的选择;以及独立进行流行病学研究设计、实施与分析的基本理论与技能。 本门课程基于北京大学公共卫生学院流行病学与卫生统计学系开设的国家级精品课程《流行病学》课程内容设计和完善而成,授课教师团队包括李立明教授、胡永华教授、詹思延教授及我系其他骨干教职员工。希望同学们通过本门课程的学习能够掌握基本的流行病学原理及方法,为深入研究和学习打下坚实基础。 本门课程是流行病学基础的上半部分,后续将会推出《流行病学基础(下)》,主要讲授实验流行病学、筛检、偏倚及其控制和疾病预防的策略与措施等内容。

schedule 7 Months
$398 / TOTAL
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Ressources numériques, menaces et vulnérabilités Google

Ressources numériques, menaces et vulnérabilités

Voici le cinquième cours de la Certification en cybersécurité de Google. Ces cours vous permettront d'acquérir les compétences dont vous avez besoin pour postuler à un emploi de niveau débutant dans le domaine de la cybersécurité. Vous vous appuierez sur votre compréhension des sujets qui ont été introduits dans le quatrième cours de la Certification en cybersécurité de Google. Dans ce cours, vous découvrirez les concepts de ressources numériques, de menaces et de vulnérabilités. Tout d'abord, vous développerez une meilleure compréhension de la façon dont les ressources sont classées. Ensuite, vous vous familiariserez avec les menaces et les vulnérabilités courantes, ainsi qu'avec les contrôles de sécurité sur lesquels les entreprises s'appuient pour protéger les informations importantes et atténuer les risques. Vous développerez un état d'esprit de pirate informatique en vous exerçant au processus de modélisation des menaces, et vous découvrirez des tactiques pour garder une longueur d'avance sur les violations de sécurité. Les employés de Google qui travaillent actuellement dans le domaine de la cybersécurité vous guideront à travers des vidéos, des activités pratiques et des exemples qui simulent des tâches courantes de cybersécurité, et vous aideront à développer vos compétences pour vous préparer à l'emploi. Les participants qui termineront cette certification seront aptes à postuler à des emplois de niveau débutant dans le domaine de la cybersécurité. Aucune expérience préalable n'est nécessaire.

schedule 4 Months
$184 / TOTAL
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Microsoft Azure - PAAS Overview EDUCBA

Microsoft Azure - PAAS Overview

Unlock the full potential of cloud-native development with Microsoft Azure’s Platform as a Service (PaaS) in this hands-on course tailored for developers, IT professionals, and cloud enthusiasts. This course walks learners through the process of building, deploying, and scaling modern web and mobile applications using Azure’s powerful App Services, integrated development environments like Visual Studio, and robust backend solutions such as Azure Storage and Azure SQL Database. Through a combination of clear explanations and guided demos, learners will gain real-world expertise in provisioning cloud resources, automating deployments, managing backend services, and implementing secure, scalable architectures. Whether you're transitioning from traditional infrastructure or starting a new cloud-native project, this course equips you with the essential tools and best practices for leveraging Azure PaaS effectively. By the end of the course, learners will be capable of delivering full-featured applications on Azure’s managed platform with minimal operational overhead.

schedule 5 Months
$331 / TOTAL
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Managing Wetlands: Conservation & Restoration University of Illinois Urbana-Champaign

Managing Wetlands: Conservation & Restoration

This course provides a comprehensive introduction to wetland management, exploring key practices in conservation and restoration. Students will learn the differences between wetland conservation and restoration, and the goals wetland managers typically set for each. The course emphasizes the importance of adaptive management and ecosystem management, contrasting these approaches with traditional wetland management strategies. Students will also gain insight into the constraints that can impact management efforts. In addition, the course covers the components of an effective wetland monitoring plan, the various evaluation techniques used, and the tools employed to track wetland health. Finally, students will explore best practices for wetland restoration, focusing on site-specific techniques and the management of both native and invasive vegetation in restoration projects. This course is part of the College of ACES suite of online programs. To learn more about online programs from the College of ACES and explore ways to apply your Coursera work toward a degree program at the University of Illinois, visit acesonline.illinois.edu.  

schedule 7 Months
$80 / TOTAL
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Branching and Merging in Git LearnKartS

Branching and Merging in Git

Want to improve your workflow and collaborate like a professional? Git is more than simply a version control tool; it is the cornerstone for modern development. This intensive Git Branching and Merging course teaches important Git concepts in a practical, hands-on style. Follow real-world scenarios to see how branching strategies enable clean, collaborative coding. Unlike basic Git training, this course focuses on the essential and advanced actions you'll need: creating, switching, renaming, tracking, and deleting branches, as well as managing branch types such as Master, Feature, Release, Hotfix, and Development. You'll learn how to merge, rebase, and resolve conflicts in both command-line Git and popular IDEs such as IntelliJ and Eclipse. With demos, quizzes, and applied learning, you'll be able to handle local and remote repositories, revert changes, and keep a clean commit history. By the end, you will not only comprehend Git but also master it. Walk away with techniques that improve team performance and coding confidence.

schedule 6 Months
$332 / TOTAL
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Market Research and Competitive Analysis Xbox

Market Research and Competitive Analysis

Learn the art of market research and competitive analysis, essential skills for data-driven product decisions. Learn to gather and interpret market data, understand consumer motivations, and dissect the competitive landscape. Through SWOT analysis and the Jobs to be Done framework, you'll gain a strategic advantage by identifying opportunities and differentiating your product in the market. By the end of this course, you'll be able to: ● Collect and analyze market data ● Conduct thorough competitive analysis to gain insights into competitors' strategies. ● Complete a final project that demonstrates your ability to conduct market research and competitive analysis. This course is for entry-Level professionals looking to start a new career as a Product Manager in a related field such as Saas automation or gaming. Interested learners may be making a career switch, currently work in a related role and wish to transition into a Product Management role.

schedule 3 Months
$84 / TOTAL
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Nursing Leadership: Conflict Resolution & Problem-Solving Coursera

Nursing Leadership: Conflict Resolution & Problem-Solving

This course is designed for current and aspiring nurse leaders who want to confidently navigate interpersonal and interprofessional conflicts in high-pressure clinical environments. Whether you're stepping into a charge nurse role, leading a unit through change, or rebuilding trust after team strain, ad-hoc communication won’t cut it—you need structured tools, emotional clarity, and repeatable leadership behaviors that work under pressure. In this course, you’ll move beyond theory and build a practical leadership toolkit that includes frameworks like DESC, SBAR, and Root Cause Analysis. Through short videos, real-world case scenarios, hands-on practice, and guided coaching, you’ll learn to apply structured communication, lead collaborative problem-solving, and model accountability—even in the toughest team moments. By the end of the course, you’ll be equipped to lead your team with clarity, empathy, and resilience—no matter the tension in the room.

schedule 8 Months
$122 / TOTAL
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Google Cloud Customer Care Fundamentals - 简体中文 Google Cloud

Google Cloud Customer Care Fundamentals - 简体中文

本课程将介绍如何充分利用 Google Cloud 支持服务。您将了解 Google Cloud Customer Care 提供的不同支持服务、如何创建和管理支持请求、如何查看影响 Google Cloud 服务的已知问题,以及如何与支持工程师进行有效沟通。您还将学习不同的支持请求优先级和服务等级目标 (SLO)、如何进一步了解支持请求状态,以及如何在必要时上报支持请求。

schedule 5 Months
$189 / TOTAL
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Facebook Visuals: Enhance Photography & Design Coursera

Facebook Visuals: Enhance Photography & Design

Learn how to create visually compelling content for Facebook that captures attention and boosts engagement. This course covers essential techniques in lighting, composition, and design, along with platform-specific best practices for photos, graphics, and Stories. With expert tips, a tutorial, and a hands-on activity, you’ll develop the skills to design content that stands out in the Facebook feed.

schedule 5 Months
$328 / TOTAL
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Deploy a Website with Netlify Scrimba

Deploy a Website with Netlify

This course provides a comprehensive guide on deploying web projects using Netlify. Whether you're looking for a step-by-step walkthrough or seeking specific deployment methods, this course offers flexible learning paths tailored to your needs. You'll gain hands-on experience deploying a range of projects—from simple JavaScript applications via drag-and-drop functionality to advanced continuous deployment setups for React and Next.js applications. By the end of this course, you'll be equipped with the skills and confidence to deploy your web projects seamlessly, ensuring they run efficiently and are easy to manage. Whether you're a beginner or an experienced developer, you'll walk away with valuable knowledge and best practices to accelerate your deployment process with Netlify.

schedule 4 Months
$381 / TOTAL
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Retrieval Optimization: Tokenization to Vector Quantization DeepLearning.AI

Retrieval Optimization: Tokenization to Vector Quantization

In Retrieval Optimization: Tokenization to Vector Quantization, taught by Kacper Łukawski, Developer Relations Lead of Qdrant, you’ll learn all about tokenization and also how to optimize vector search in your large-scale customer-facing RAG applications. You’ll explore the technical details of how vector search works and how to optimize it for better performance. This course focuses on optimizing the first step in your RAG and search results. You’ll see how different tokenization techniques like Byte-Pair Encoding, WordPiece, and Unigram work and how they affect search relevancy. You’ll also learn how to address common challenges such as terminology mismatches and truncated chunks in embedding models. To optimize your search, you need to be able to measure its quality. You will learn several quality metrics for this purpose. Most vector databases use Hierarchical Navigable Small Worlds (HNSW) for approximate nearest-neighbor search. You’ll see how to balance the HNSW parameters for higher speed and maximum relevance. Finally, you would use different vector quantization techniques to enhance memory usage and search speed. What you’ll do, in detail: 1. Learn about the internal workings of the embedding model and how your text is turned into vectors. 2. Understand how several tokenizers such as Byte-Pair Encoding, WordPiece, Unigram, and SentencePiece are trained. 3. Explore common challenges with tokenizers such as unknown tokens, domain-specific identifiers, and numerical values, that can negatively affect your vector search. 4. Understand how to measure the quality of your search across several quality metrics. 5. Understand how the main parameters in HNSW algorithms affect the relevance and speed of vector search and how to optimally adjust these parameters. 6. Experiment with the three major quantization methods, product, scalar, and binary, and learn how they impact memory requirements, search quality, and speed. By the end of this course, you’ll have a solid understanding of how tokenization is done and how to optimize vector search in your RAG systems.

schedule 6 Months
$249 / TOTAL
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Introduction to Parallel Programming with CUDA Johns Hopkins University

Introduction to Parallel Programming with CUDA

This course will help prepare students for developing code that can process large amounts of data in parallel on Graphics Processing Units (GPUs). It will learn on how to implement software that can solve complex problems with the leading consumer to enterprise-grade GPUs available using Nvidia CUDA. They will focus on the hardware and software capabilities, including the use of 100s to 1000s of threads and various forms of memory.

schedule 4 Months
$296 / TOTAL
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Fundamentals of Dairy Nutrition: Forages and Feed University of Illinois Urbana-Champaign

Fundamentals of Dairy Nutrition: Forages and Feed

This course provides a comprehensive exploration of the fundamental principles of dairy cattle nutrition. It offers a self-paced online learning environment where students can delve into the latest research, on-farm applications, and emerging trends in dairy nutrition. The course objectives include identifying and understanding the role of common feedstuffs in a typical dairy diet, understanding the basics of forage growth and its connection to dairy nutrition, comparing cereal grains and oilseed meals used in dairy diets, and understanding the nutritional value of byproducts from common feed processing techniques. Expert instructors and guest nutritionists will guide students through these topics, presenting and critically evaluating nutritional concepts and their practical applications. This course is part of the College of ACES suite of online programs, including the graduate certificate, "Dairy Nutrition for Udder Success" that can be stacked toward an advanced degree in the College of ACES. To learn more about online programs from the College of ACES and explore ways to apply your Coursera work toward a degree program at the University of Illinois, visit ACES Online at acesonline.illinois.edu.

schedule 4 Months
$399 / TOTAL
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