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Communicating Data Science Results
Important note: The second assignment in this course covers the topic of Graph Analysis in the Cloud, in which you will use Elastic MapReduce and the Pig language to perform graph analysis over a moderately large dataset, about 600GB. In order to complete this assignment, you will need to make use of Amazon Web Services (AWS). Amazon has generously offered to provide up to $50 in free AWS credit to each learner in this course to allow you to complete the assignment. Further details regarding the process of receiving this credit are available in the welcome message for the course, as well as in the assignment itself. Please note that Amazon, University of Washington, and Coursera cannot reimburse you for any charges if you exhaust your credit. While we believe that this assignment contributes an excellent learning experience in this course, we understand that some learners may be unable or unwilling to use AWS. We are unable to issue Course Certificates for learners who do not complete the assignment that requires use of AWS. As such, you should not pay for a Course Certificate in Communicating Data Results if you are unable or unwilling to use AWS, as you will not be able to successfully complete the course without doing so. Making predictions is not enough! Effective data scientists know how to explain and interpret their results, and communicate findings accurately to stakeholders to inform business decisions. Visualization is the field of research in computer science that studies effective communication of quantitative results by linking perception, cognition, and algorithms to exploit the enormous bandwidth of the human visual cortex. In this course you will learn to recognize, design, and use effective visualizations. Just because you can make a prediction and convince others to act on it doesn’t mean you should. In this course you will explore the ethical considerations around big data and how these considerations are beginning to influence policy and practice. You will learn the foundational limitations of using technology to protect privacy and the codes of conduct emerging to guide the behavior of data scientists. You will also learn the importance of reproducibility in data science and how the commercial cloud can help support reproducible research even for experiments involving massive datasets, complex computational infrastructures, or both. Learning Goals: After completing this course, you will be able to: 1. Design and critique visualizations 2. Explain the state-of-the-art in privacy, ethics, governance around big data and data science 3. Use cloud computing to analyze large datasets in a reproducible way.
Board Infinity
Mastering Mindfulness: A Journey to Wellness with Headspace
Mindfulness is one of the most effective pathways to emotional clarity, reduced stress, and long-term well-being, but many learners struggle to build a steady practice. This course offers a structured, beginner-friendly journey using the Headspace app to help you cultivate calm, awareness, and resilience through practical mind–body techniques. You’ll begin by exploring what mindfulness truly means: where it originates, how it evolved into modern wellness, and why it works. You’ll also unpack the science behind attention, emotional regulation, and stress reduction supported by real stories, research insights, and guided demonstrations. Next, you’ll learn to integrate mindfulness into daily routines using breathwork, body scanning, and short micro-practices. You’ll receive hands-on guidance for navigating Headspace, choosing guided meditations, and setting reminders that support regular practice. As you progress, you’ll discover how mindfulness improves emotional clarity, helping you respond not react to daily stressors. You’ll practice grounding tools, reflection methods, and simple exercises that build balance and resilience. Finally, you’ll learn how to sustain your practice long term through habit-building strategies, journaling prompts, reflective tools, and supportive structures that make mindfulness part of everyday life. By the end of this course, you will be able to: • Identify and apply core elements of mindfulness and awareness. • Build a personalized daily practice using Headspace. • Manage stress through breathwork, grounding, and emotional regulation. • Overcome common barriers and maintain long-term consistency. This course is ideal for: • Students and professionals managing work or life stress • Beginners seeking calm, focus, and balance • Anyone looking to build a consistent mindfulness practice with digital support Disclaimer: This is an independent educational resource created by Board Infinity for informational and educational purposes only. This course is not affiliated with, endorsed by, sponsored by, or officially associated with any company, organization, or certification body unless explicitly stated. The content provided is based on industry knowledge and best practices but does not constitute official training material for any specific employer or certification program. All company names, trademarks, service marks, and logos referenced are the property of their respective owners and are used solely for educational identification and comparison purposes.
University of California, Santa Cruz
Children Acquiring Literacy Naturally
In this short course you will explore the possibility that children might acquire written language in a way that is similar to how they acquire spoken language—without instruction. You will encounter various aspects of behavioral science and technology that are relevant to this proposition. You will have the opportunity to learn the the perceptual, cognitive, and neurological capacities of children during their first years of life. You will advance your understanding of children and how they learn language. You will also be more attuned to current advances in the technology of human machine interactions, and what these phenomena imply for learning to read at an early age.
Packt
Mastering AWS SAM and Lambda - A Complete Hands-on Journey
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. This comprehensive course takes you through everything you need to master AWS Serverless Application Model (SAM) and AWS Lambda. You'll start by setting up your development environment, including installing AWS CLI, Docker, and configuring Visual Studio Code with AWS Toolkit. After this, you will dive into creating your first Lambda function and exploring AWS SAM, where you'll learn how to build, test, and deploy serverless applications. You'll also explore important AWS services like Step Functions and DynamoDB through hands-on projects like building a RESTful API or a thumbnail service with S3. The course provides a deep dive into best practices for serverless development, including security, debugging, and optimizing your Lambda functions. You'll also learn the fundamentals of AWS SAM templates, YAML configuration, and how to integrate AWS services with Lambda to create robust serverless solutions. This course is ideal for developers and IT professionals who want to build serverless applications using AWS technologies. It offers a balanced approach to theory and practice, ensuring you'll gain the skills needed to develop real-world applications and scale them efficiently in the cloud. No prior experience with AWS is required, but familiarity with programming and basic cloud concepts will be helpful.
Stanford University
Introduction to Statistics
Stanford's "Introduction to Statistics" teaches you statistical thinking concepts that are essential for learning from data and communicating insights. By the end of the course, you will be able to perform exploratory data analysis, understand key principles of sampling, and select appropriate tests of significance for multiple contexts. You will gain the foundational skills that prepare you to pursue more advanced topics in statistical thinking and machine learning. Topics include Descriptive Statistics, Sampling and Randomized Controlled Experiments, Probability, Sampling Distributions and the Central Limit Theorem, Regression, Common Tests of Significance, Resampling, Multiple Comparisons.
Coursera
Choisir la Meilleure Méthode pour Illustrer les Données
La visualisation reste une étape importante et primordial dans l'exploration et l'analyse des ensembles de données du monde réel. En tant que telle, la visualisation est une méthode est indispensable dans la boîte à outils de tout Scientifique de données. C'est aussi un outil puissant pour identifier les problèmes dans les analyses et pour illustrer les résultats. Dans ce projet, vous serez en mesure de choisir la meilleure manière d'illustrer votre data à l'aide des Librairies de Visualisation de Python . Tout au long du projet, vous pourrez accéder et afficher l’ensemble de vos données, faire un prétraitement simple de vos données, visualiser l’ensemble de vos informations à travers plusieurs manières . Et enfin, tirer des conclusions constructives. Ce projet guidé est destiné aux apprenants de niveau débutant qui ont des connaissances de base en Python (Manipulation des librairies Numpy Pandas ..) et qui sont bien évidemment intéressés par le domaine de la data visualisation et de l'analyse de données.
École Polytechnique
Vers l'infiniment petit
Partez à la découverte de l'infiniment petit, en compagnie de physiciens et de physiciennes qui vont vous faire découvrir les secrets de la matière quand on l'étudie aux distances les plus courtes, aux énergies les plus élevées. Vous vous initierez aux progrès les plus récents de la recherche en physique nucléaire et de la physique des particules, et vous découvrirez les principes des accélérateurs et des détecteurs avec lesquels on a pu étudier la matière à ces échelles, pour arriver jusqu'à la découverte du boson de Higgs en 2012 auprès du collisionneur de particules du CERN, le LHC. Ce cours en français fait partie du MOOC "Voyages de l'infiniment grand à l'infiniment petit", conçus par des physiciens et des physiciennes du Labex P2IO (Physique des 2 Infinis et des Origines, IPP et Université Paris-Saclay) regroupant des laboratoires de physique de l'infiniment grand et de l'infiniment petit situés à Orsay et Saclay. Les différents parcours de ce MOOC vous montreront les connaissances et les énigmes de l'infiniment grand et de l'infiniment petit, les relations que ces deux infinis entretiennent, et les liens de ces découvertes avec la société : https://www.coursera.org/learn/physique-2-infinis-infiniment-petit https://www.coursera.org/learn/physique-2-infinis-infiniment-grand https://www.coursera.org/learn/physique-2-infinis-liens https://www.coursera.org/learn/physique-2-infinis-et-nous Le MOOC "Voyages de l'infiniment grand à l'infiniment petit" a été conçu avec le soutien financier du Labex P2IO (Physique des 2 Infinis et des Origines) présenté sur www.labex-p2io.fr (IPP et Université Paris-Saclay)
Goldman Sachs
Goldman Sachs 10,000 Women के साथ, प्रबंधन के मूल सिद्धांत
यह मुफ़्त ऑनलाइन प्रोग्राम Goldman Sachs 10,000 Women संग्रह में उपलब्ध 10 पाठ्यक्रमों में से एक है, जो उन उद्यमियों के लिए बनाया गया है जो अपने बिज़नेस या व्यवसाय को अगले स्तर पर ले जाने के लिए तैयार हैं। यह पाठ्यक्रम आपके व्यवसाय में वृद्धि के लिए सबसे महत्वपूर्ण संसाधन पर केंद्रित है - आपके कर्मचारी। मानव संसाधन प्रबंधन की समझ में कर्मचारी भर्ती और चयन से लेकर प्रदर्शन प्रबंधन और प्रशिक्षण और विकास तक के विषय शामिल हैं। आप अपने व्यवसाय के दृष्टिकोण को प्राप्त करने के लिए आवश्यक टीम विकसित करने की योजना बनाएंगे, और साथ ही एक मजबूत संगठनात्मक संस्कृति को बढ़ावा देंगे जो व्यवसाय के विकास का समर्थन करती है। इस पाठ्यक्रम के अंत तक, आप अपने दृष्टिकोण को अपने संगठनात्मक ढांचे के साथ जोड़ पाएंगे, माना जाता है कि यह आउटसोर्स या प्रतिनिधि के लिए फायदेमंद है, और आपके व्यवसाय में प्रदर्शन प्रबंधन पर प्रतिबिंबित होता है। आप चाहें तो इस पाठ्यक्रम के लिए तैयार होने में मदद के लिए , आप Goldman Sachs 10,000 Women पाठ्यक्रमों में से एक, 'नेतृत्व के मूल सिद्धांत' लेना चाह सकते हैं, जिसमें आप एक लक्ष्य विवरण विकसित करेंगे और अपनी नेतृत्व शैली की जांच कर पाएंगे। 10,000 Women पाठ्यक्रम संग्रह वास्तव में ऑनलाइन सीखने का एक फ्लेक्सिबल अनुभव प्रदान करता है। आपके पास कार्यक्रम को किसी भी तरह से अपनाने की स्वतंत्रता है जैसे आपको ठीक लगे - अपनी सीखने की यात्रा को अपनी व्यक्तिगत व्यावसायिक विकास आवश्यकताओं के अनुरूप बनाने के लिए कोई भी पाठ्यक्रम, या पाठ्यक्रमों का संयोजन लें। यदि आप सभी 10 पाठ पूरे करते हैं, तो आप अपने व्यवसाय के सभी प्रमुख तत्वों का पता लगा पाएंगे और अपने व्यवसाय के विकास के लिए एक संपूर्ण योजना विकसित कर पाएंगे। आप Goldman Sachs 10,000 Women संग्रह पृष्ठ पर अधिक जानकारी प्राप्त कर सकते हैं, जहाँ अक्सर पूछे जाने वाले सवालों का जवाब भी प्रदान किया गया है। पाठ्यक्रम के दौरान आपको कुछ ऐसे शब्द और सन्दर्भ मिल सकते हैं जिन्हे समझाने की ज़रुरत हो। आपकी सहायता के लिए, एक सामान्य शब्दकोष (जनरल ग्लोसरी) और एक वित्तीय शब्दकोष (फाइनेंशियल ग्लोसरी) बनायी गयी है, जिसे आप किसी भी समय देख सकते हैं।
digital.auto
SDV 101: Introduction to Software Defined Vehicles
Welcome to this course on software defined vehicles! Throughout this course, you will gain insights into the definition, concept, architecture, and potential of software defined vehicles, and understand their growing significance in the automotive industry. Software defined vehicles utilize a central computer to oversee various aspects of the vehicle, including performance, safety features, and user experience. This innovative architecture provides enhanced flexibility, efficiency, and customization options. This course is tailored for individuals with a fundamental grasp of software development and cloud infrastructure services, primarily targeting those employed in the automotive industry. Upon completion of the course, participants will have a deeper comprehension of the ongoing transformations within the automotive industry, and the influential role of software defined vehicles in shaping the future of transportation within manufacturing facilities and on the roads.
University of Colorado Boulder
Python Packages for Data Science
How many times have you decided to learn a programming language but got stuck somewhere along the way, grew frustrated, and gave up? This specialization is designed for learners who have little or no programming experience but want to use Python as a tool to play with data. Now that you have mastered the fundamentals of Python and Python functions, you will turn your attention to Python packages specifically used for Data Science, such as Pandas, Numpy, Matplotlib, and Seaborn. Are you ready? Let's go! Logo image courtesy of Mourizal Zativa. Available on Unsplash here: https://unsplash.com/photos/gNMVpAPe3PE
EDUCBA
Unreal Engine Game - FPS Prototype
This hands-on course equips learners with the essential skills to apply, implement, and integrate core gameplay mechanics in Unreal Engine by building a functional First-Person Shooter (FPS) prototype. Through a structured, project-based approach spanning seven detailed modules, learners will progressively construct interactive components ranging from player control and input systems to AI behavior and scoring mechanics. Starting with foundational project setup and controller configuration, the course moves into character logic, action mapping, and firing mechanisms. Learners then develop advanced systems such as line tracing, target feedback, and health segmentation, while also designing dynamic UI screens and score displays using widget blueprints. Each module emphasizes practical outcomes and real-time interactivity, encouraging learners to analyze, synthesize, and refine visual, functional, and behavioral aspects of gameplay. From implementing sprint and crouch mechanics to creating responsive user interfaces and particle effects, learners will graduate with a fully functioning, visually enhanced FPS game prototype. By the end of this course, learners will be able to: • Construct and configure input and movement mechanics using Blueprints. • Implement responsive UI screens linked to gameplay variables. • Design and apply scoring, health, and AI systems. • Evaluate and modify visual feedback systems including materials and particles. • Integrate all systems into a polished, interactive FPS prototype. This course is ideal for aspiring game developers who want to build, connect, and enhance gameplay logic using Unreal Engine’s Blueprint scripting system.
Interactive Brokers
Sector Investing
The Sector Investing course provides an in-depth exploration of how to allocate investments across various sectors of the economy. Investors will learn how to identify, analyze, and invest in different market sectors to diversify their portfolios and optimize returns. The course covers sector-specific performance drivers, key market trends, and how economic cycles impact sector performance. By the end of the course, students will have a solid understanding of how sector-based strategies can enhance their investment approach.e.g. This is primarily aimed at first- and second-year undergraduates interested in engineering or science, along with high school students and professionals with an interest in programming.
Coursera
VSCode for Developers: Set up a professional environment
Upgrade your development workflow and start writing code like a professional! This project aims to empower software developers to leverage advanced features within Visual Studio Code to enhance their development workflow. Throughout this project-based course, participants will explore various advanced functionalities of Visual Studio Code, including advanced code navigation, customization of settings and keybindings, and the utilization of powerful extensions for debugging, version control, and language support. Participants will embark on a journey to create a customized development environment tailored to their specific workflow needs. Through real-world coding scenarios, debugging sessions, and version control tasks, participants will gain hands-on experience optimizing their development process using Visual Studio Code. This project stands out for its comprehensive exploration of Visual Studio Code's advanced capabilities, offering developers the opportunity to significantly boost their productivity and efficiency. Prior experience with programming concepts and familiarity with Visual Studio Code are recommended for success in this project.
University of Colorado Boulder
Bring Your Story to Life – Video Post-Production
In this course, we will explore the power and artistry of picture and sound editing. Although you’re welcome to use the editing software of your choice, we’ll be demonstrating non-linear editing using Adobe Premiere. We’ll share with you our editing workflow for completing a visual story, from scripting and writing conversationally to the visuals, to recording voice overs, to building the rough cut, and polishing with the final cut.
LearnQuest
Growth Strategies and Career Readiness in Tech Sales
Cap off your specialization by planning long-term success and mastering strategies for sustainable growth in tech sales. This course helps you clarify your career pathway, demonstrate measurable achievements, and build resilience for real-world challenges. You’ll learn to create professional portfolios, adapt to new technologies, stay ahead of regulatory trends, and build an ethical, future-ready personal brand—ensuring you stand out in competitive tech job markets across India and the USA.
University of California, Irvine
Academic Listening and Note-Taking
This course will help non-native English speakers improve their listening and note-taking skills for the purpose of listening to academic lectures. You will learn techniques for improving your understanding and skills for taking more effective notes, and you will get lots of practice in using these. If you're planning to attend college classes in English, then this class is for you. Upon completing this course, you will be able to: 1. Understand and follow a lecture 2. Take better lecture notes 3. Discuss courses with classmates and professors 4. Give an effective academic presentation Please note that the free version of this class gives you access to all of the instructional videos and handouts. The peer feedback and quizzes are only available in the paid version.