dipopotamus/custom_instruct_coursera_course_module_list huggingface dataset:
Course: Foundations of International Psychiatry
Modules:
Course introduction - Dr. Mahesh Jayaram, Building a Therapeutic Relationship
Taking a Psychiatric History, Case Study - Depression
The Process of Mental State Examination and its Reporting, The Affect in the Mental State Examination, The Thought Process in the Mental State Examination, Thought Content and the Delusion
Case Study - Psychosis, The Biopsychosocial Model
What is Culture?, Culture and Mental Health, Introduction to Cultural Competence, Cultural Competence: Assessment Skills, Cultural Competence: The Competent Clinician
Course: اعمل بذكاء أكبر لا بجهد أكثر: إدارة الوقت الشخصي والمهني
Modules:
العمل المنتج في مقابل العمل غير المنتج 1.1, إنشاء خطة عمل 1.2
فكرة التوازن بين العمل والحياة 2.1, كيف ينقضي الوقت؟ 2.2
ما المدة الزمنية التي سيستغرقها هذا الأمر؟ 3.1, إدارة الاتصالات 3.2
4.1 بعض الأفكار حول التعامل مع عدة مهام
Course: Analyzing the Universe
Modules:
Course Overview, Lecture 1  The Nature of Images, Lecture 2  Image Formation, Lecture 3  Skipping Stones and X-ray Images, Lecture 4  The Perception of Images, Lecture 5  Introduction to DS9--Part I, Lecture 6  Introduction to DS9--Part II
Week 2 - Lecture 1  The DS9 Smorgasbord--Part I, Lecture 2  The DS9 Smorgasbord--Part II, Lecture 3  "Lies, Damned Lies, and Statistics", Lecture 4 Atomic Spectra, the Fingerprints of the Stars, Lecture 5 The Cosmic Distance Scale -- Part I
Week 3- Lecture 1  Putting It All Together--  The HR Diagram, Lecture 2  Of GK-Per and White Dwarfs, Part 1, Lecture 3  Of GK-Per and White Dwarfs, Part 2, Lecture 4 Of GK-Per and White Dwarfs, Part 3
Week 4 - Lecture 1  Orbits, Lecture 2  A Matter of Some Gravity, Lecture 3  Of Hummingbirds, Trains and The Doppler Shift, Lecture 4  Clocks in the Sky-- Cen X-3, Part 1--Exosat, Lecture 5  Clocks in the Sky-- Cen X-3, Part 2, Lecture 6  Clocks in the Sky-- Cen X-3, Part 3, Lecture 7  Clocks in the Sky--Cen  X-3, Part 4--Chandra
Week 5 - Lecture 1   Cosmic Recycling Centers and Cas-A,  Part 1, Lecture 2   Cosmic Recycling Centers and Cas-A,  Part 2:   "Color it X-ray"
Week 6 - Lecture 1  The Time Machine, Part 1, Lecture 2  The Time Machine, Part 2, Lecture 3  The Time Machine, Part 3, Lecture 4  The Time Machine, Part 4, Lecture 5  To the Ends of the Universe: The Cosmic Distance Scale -- Part II
Course: Architecting Smart IoT Devices
Modules:
Welcome to Architecting Smart IoT Devices
Welcome to Module 1!, Processors, Boards, Networks, Software Components, IoT Components
Welcome to Module 2!, From XXS to XXL, Real-time Scheduling, Synchronisation and Communication, Device Drivers, Five rules for architecting a multithreading design
Welcome to Module!, Software development tools and environments, Debugging basics: Thread and Device Drivers, Debugging Specials and Code Tuning, Testing and Device Simulation, Hardware or Software Security?
Welcome to Module 4!, What is low power?, Power Budget, Measuring Power Consumption, On-board communication, External Communication
Course: أساسيات الدعم الفني
Modules:
مقدمة إلى البرنامج, ماذا تعني تقنية المعلومات؟, ما مهمة إخصائي دعم تقنية المعلومات؟, مقدمة إلى الدورة, من عداد أباكوس البدائي إلى المحرك التحليلي المتقدم, طريق الوصول إلى أجهزة الكمبيوتر الحديثة, المسار المهني مع إخصائي الدعم كيفن, لغة الحاسوب, ترميز الأحرف, النظام الثنائي, كيف يتم العدُّ في النظام الثنائي, التجريد, نظرة عامة على هندسة الكمبيوتر, نصيحة كيفن
مقدمة عن الوحدة, مقدمة إلى أجهزة الكمبيوتر, البرامج والأجهزة, التنوع مع المهندس جو, وحدة المعالجة المركزية (CPU), ذاكرة الوصول العشوائي (RAM), اللوحات الأم, التخزين, مزودات الطاقة, الأجهزة المحمولة, البطاريات وأنظمة الشحن, الأجهزة الطرفية, BIOS, نصيحة من المهندس "بن", تجميع الأشياء في تناسق, إصلاح الجهاز المحمول, برنامج واحد، بميزات عديدة
مقدمة إلى الوحدة النمطية, الاتصال عن بُعد وبروتوكول SSH (بروتوكول النقل الآمن), الاتصالات عن بُعد في Windows, مكونات نظام التشغيل, الملفات وأنظمة الملفات, إدارة العمليات, إدارة الذاكرة, إدارة الإدخال/الإخراج, التفاعل مع نظام التشغيل: مساحة المستخدم, السجلات, عملية التمهيد, أنظمة تشغيل الأجهزة المحمولة, المسار المهني مع المهندسة سيندي درايف, اختيار نظام التشغيل, الأجهزة الافتراضية, تثبيت نظام التشغيل Windows, تثبيت نظام التشغيل Linux, ما هو نظام التشغيل Chrome OS؟, تثبيت نظام التشغيل Mac OS X, العقبات التي واجهت الشاب تاري ناجو؛ كيف تصل إلى النجاح في مجال تقنية المعلومات, مقدمة إلى تمرينات Qwiklabs
مقدمة عن الوحدة, أساسيات الشبكات, أجهزة الشبكات, لغة الإنترنت, الويب, أول وظيفة للمهندس فيكتور, تاريخ الإنترنت, القيود على الإنترنت, تغيير المسار المهني, التأثير, تقنية إنترنت الأشياء (IoT), المهندس "جيان" وما قدمه لأمان نظام التشغيل أندرويد, الخصوصية والأمان, قصة هيذر آدكنز مع الحماية من المتسللين, قصة متعلم: ميليندا
مقدمة عن الوحدة  النمطية, ما المقصود بالبرامج؟, أنواع البرامج, إلقاء نظرة أخرى على التجريد, وصفة للحوسبة, فيلان نافي, إدارة البرامج, تثبيت البرامج وتحديثها وإلغاء تثبيتها على Windows, تثبيت البرامج وتحديثها وإلغاء تثبيتها على نظام التشغيل Linux, التشغيل التلقائي للبرامج
مقدمة إلى الوحدة, اطرح الأسئلة!, عزل المشكلة, تتبع ملفات تعريف الارتباط لجمع معلومات, البدء بأسرع خطوة أولًا, عند استكشاف الأخطاء وإصلاحها، توجد ثغرات، اعرفها لتتجنبها, السمات مع أمير, مقدمة إلى المهارات الشخصية, شرح التفاعل وتقسيمه, كيفية التعامل مع المواقف الصعبة, أنظمة إصدار التذاكر وتوثيق عملك, توثيق العمليات, التوثيق في أنظمة إصدار التذاكر, فرصتك للنجاح, الظهور والتميز دون الآخرين, الاستعداد للمقابلة الشخصية, ماذا تتوقع خلال المقابلة الشخصية لوظيفة إخصائي الدعم الفني؟, إظهار أفضل ما لديك أثناء المقابلة الشخصية, تمثيل دور المقابلة الشخصية: خدمة العملاء, ختام الدورة, لا يُشترط وجود شهادة جامعية، سابرينا توضح ذلك, تهانينا!
Course: Security Platforms, IPsec, and Troubleshooting
Modules:
Welcome to the Juniper Networks Security Platforms, IPsec, and Troubleshooting course, VPN Types, IPsec VPN Functionality: Part 1, IPsec VPN Functionality: Part 2, IPsec Tunnel Establishment, IPsec Traffic Processing, IPsec VPN Configuration Options, IPsec VPN Implementation Use Case, Proxy IDs and Traffic Selectors, Monitoring Site-to-Site IPsec VPN, Juniper Secure Connect Features, Juniper Secure Connect UI Options, Deploying Juniper Secure Connect, Monitoring Juniper Secure Connect, SRX and vSRX Licensing, Packet Captures, SRX Traceoptions, Content Security Policy Usage, SRX: Basic Monitoring Features, SRX: Network Utility Tools, SRX: Junos OS Maintenance, SRX J-Web Interface Reports, Branch SRX Platform Overview, Mid-Range SRX Overview, High-End SRX Overview, SRX Traffic Flow and Distribution: Part 1, SRX Traffic Flow and Distribution: Part 2, SRX Interfaces, Virtualization Overview, Network Virtualization and Software-Defined Networking, Virtual SRX Platform Overview, Virtual SRX Deployment Scenarios, Virtual SRX with Amazon Web Services
Course: Agile Dev Practices: SDLC & Project Management
Modules:
Agile in a Nutshell: A Historical Journey and Comprehensive Overview, The Benefits of Transitioning to Agile in the Workplace, Becoming an Agile Leader, Exploring the Agile Manifesto: Core Values and Principles, Roles in Agile Teams: Scrum Master, Product Owner, and Development Team
Prioritizing Conversations in Agile: Organizational Practices and Tools, Technical Excellence in Agile Development: Skills and Techniques, Agile Artifacts: Purpose, Content, and Project Transparency, Nurturing Interpersonal Skills in Agile: Teamwork and Collaboration
Predictive Thinking and Waterfall Methodology, Implications of Predictive Thinking in Project Outcomes, Gathering, Documenting, and Managing Requirements in Waterfall and Agile, Agile Approach to Project Management
Software Development Life Cycle (SDLC) Phases and Best Practices, Exploring Software Life Cycle Models, CMMI Quality Management in Software Development
Course: Gemini in Google Slides - 한국어
Modules:
Google Slides의 Gemini 소개, Gemini로 이미지 생성하기, 이미지의 스타일 선택하기, 설명한 활동
Course: EKP2: Formation of Korean Neo-Confucianism
Modules:
Opening, Course Overview, Koreans Like to Argue?!, Confucianism’s Self-justification against Daoism and Buddhism, Sambong’s First Criticism: Simmun Cheondap 心問天答 “The Mind Asks, Heaven Answers”, Sambong’s Second Criticism: Sim-Gi-Li-pyeon 心氣理篇 “On the Mind, Material Force, and Principle”, Reconstructed Debate between Confucian and Buddhist Intellectuals, After the Confucian-Buddhist Debate, [+] Debating and Social Harmony in Modern Korea
Introduction to Diagrams of Neo-Confucian Cosmology, The Cosmo-Numerological Diagrams in Song China, Diagrams of Human Existence and Life in Joseon Korea, [+] Becoming a Sage through Diagrams?, Inheritance of the First Generation of Domestication of Neo-Confucianism
The Heart-mind is the Gateway to Heaven, From Heaven and Humans, Cheon-In 天人, into Heart-Mind and Nature, Sim-Seong 心性, [+] Drawing Your Own Diagram: Morality and Heaven, Maum 마음, Simseong 心性 or Seongjeong 性情?, Maum 마음 & Haneul 하늘, Reaching Heaven through the Heart-mind, [+] Maum: What Connects Heaven and Humans, Debating over Diagrams of Heavenly Mandate, [+] Historical Background of the Concept of Heavenly Mandate in the 16th Century of Joseon, The Basic Composition of Cheonmyeong-do that Toegye Defended on Behalf of Chuman, [+] Looking at the Meaning of "Myeong" in Cheongmyeong, [+] The Meaning of Heavenly Mandate: the Active Exchange between Heaven and Human
Cheonmyeong to the Innate Potential, Into the Inner Universe: Heart-Mind and Nature, Sim-Seong 心性, [+] Do We have Only “Four” Moral Emotions?, Metaphysical Interpretation of Human Conditions, [+] Korean Neo-Confucianism = Korean philosophy? Exploring Diverse Themes in Korean Philosophy, The Four-Seven Debate: At the Crossroads of Good and Evil, Libal and Seven Feelings Underlined in Korean Neo-Confucianism, Closing
Course: High-Fidelity-Designs und Prototypen in Figma Erstellen
Modules:
Einführung in Kurs 5: High-Fidelity-Designs und Prototypen in Figma erstellen, Kunal – Mein Weg zum UX-Design, Willkommen zu Woche 1, Einführung in Modelle, Chikezie – Von Low-Fidelity- zu High-Fidelity-Designs übergehen, Einführung in grundlegende Elemente des visuellen Designs, Typografie im UX-Design, Die Bedeutung der Typografie, Farbe im UX-Design, Symbole im UX-Design, Ihren Modellen Bilder hinzufügen, Einführung in Layouts, Raster zur Orientierung im Layout verwenden, Begrenzungen in Layouts verwenden, Freiräume in Layouts verwenden, Zusammenfassung: Mit dem Erstellen von Modellen beginnen
Willkommen bei Woche 2, Betonung im UX-Design, Hierarchie im UX-Design, Maßstab und Proportion im UX-Design, Einheit und Vielfalt im UX-Design, Gestaltprinzipien auf Modelle anwenden, Über Ihre Fortschritte nachdenken, Zusammenfassung: Visuelle Designprinzipien auf Modelle anwenden
Willkommen zu Woche 3, Einführung in Designsysteme, Die Vorteile von Designsystemen, Das Designsystem von Google: Material Design, Das Designsystem von Shopify: Polaris, Erstellen Sie ein Sticker Sheet in Figma, Verwenden Sie eine Designsystembibliothek in Figma, Shabi: Berücksichtigen Sie assistive Technologien bei der Arbeit in Designsystemen, Zusammenfassung: Designsysteme entdecken
Willkommen bei Woche 4, Feedback als UX-Designschaffende geben und erhalten, Die Grundlagen von Designkritiksitzungen, Best Practices für Designkritiksitzungen, Kunal – Meine Erfahrung mit Designkritik-Sitzungen, Einführung in eine simulierte Designkritik, Eine simulierte Designkritik ansehen, Feedback aus Designkritiksitzungen in Maßnahmen umsetzen, Modelle basierend auf dem Feedback der Designkritiksitzungen iterieren, Zusammenfassung: An Designkritiksitzungen teilnehmen
Willkommen bei Woche 5, Einführung in High-Fidelity-Prototypen, Einen High-Fidelity-Prototyp in Figma entwickeln, Gesten und Bewegungen im UX-Design, Gesten und Bewegungselemente in Figma hinzufügen, Überlegungen zur Barrierefreiheit für Gesten und Bewegungen, Jen – Design mit Blick auf die Barrierefreiheit, Von Figma lernen – Prototyp-Interaktionen und Feedback, Zusammenfassung: High-Fidelity-Prototypen erstellen
Willkommen bei Woche 6, Eine UX-Forschungsstudie planen, Eine Usability-Studie durchführen, Ergebnisse der Usability-Studie analysieren und zusammenführen, Designs dokumentieren und teilen, Erkennen, wann ein Design fertig ist, Designs dokumentieren und teilen, Designs für die Produktion übergeben, Von Figma lernen – die Übergabe vorbereiten, Eine Fallstudie für Ihr Portfolioprojekt erstellen, Zusammenfassung: Designs testen und iterieren, Herzlichen Glückwunsch zum Abschluss von Kurs 5: High-Fidelity-Designs und Prototypen in Figma erstellen
Course: NIST DoD RMF
Modules:
Welcome to the NIST DoD RMF Path, Legal and Regulatory Organizations
Laws Policies and Regulations
Organization-Wide Risk Management, Overview of Risk Management, System Development Life Cycle, RMF Key Roles and Responsibilities
RMF Phase Overview - Security Authorization, RMF Phase 1: Categorization, RMF Phase 2: Select, RMF Phase 3: Implement, RMF Phase 4: Assess, RMF Phase 5: Authorize, RMF Phase 6: Monitor
Risk Management Framework Review, Walkthrough Exercise
Course: Generative AI Primer
Modules:
The Radical New Capabilities of Generative AI, Generative AI is Transforming Computing, Prompt Engineering & Prompt Patterns Training, Everyone Can Program with Prompts, The ACHIEVE Framework for Augmented Intelligence, Concluding Remarks & Future Vision
Course: Задоволення гарантовано: розвиток лояльності клієнтів онлайн
Modules:
Вступ до 7-го курсу, Вітаємо з початком 1-го тижня, Вступ: лояльність клієнтів, Програми винагород, Динамічний ремаркетинг, Подальші заходи після купівлі, Опитування клієнтів та ефективні запитання, Як забезпечити відмінне обслуговування клієнтів, Підсумки
Вітаємо з початком 2-го тижня, Аналіз даних для оцінювання успішності електронної комерції, Вільям: сила даних, Аналітика та звіти Shopify, Моніторинг росту й доходів для магазину електронної комерції, Використання даних для підвищення ефективності роботи магазину електронної комерції, Оцінювання ефективності товарів, Підсумки
Вітаємо на 3-му тижні, Вступ до проекту, Поради щодо підготовки портфоліо для заявок на роботу, Джейд – пошук і подача заявки на роботу, Знайомство з процесом співбесіди, Знайомство з інтерв’юером, Налагодження зв’язку з інтерв’юерами, Використання методу STAR для відповідей на запитання співбесіди, Лаура – поради щодо співбесіди, Створення бліц-резюме, Намі – рекомендації щодо співбесіди на роботу, Підсумки, Course wrap-up
Вітаємо з завершенням програми сертифікації у галузі цифрового маркетингу та електронної комерції!, Дослідження професійних можливостей, Підсумок сертифікаційної програми
Course: Marine Biology
Modules:
Introduction to the Course, Introduction to Module One, Explore21: Expedition to the Solomon Islands—The Tech, Exploring Greenland’s Icy Waters
Introduction to Module Two, Undersea Tech and Ocean Exploration with Kakani Katija
Introduction to Module Three, Acoustic Exploration of the Ocean, Some Animals are More Equal than Others: Keystone Species and Trophic Cascades
Giants of the Sea, Part 1: How did blue whales get so big?, Giants of the Sea, Part 2: What happens underwater?, Giants of the Sea, Part 3: How does a blue whale feed?, Giants of the Sea, Part 4: Why Does a Whale’s Feeding Behavior Matter?
Super Corals—For the Future (Part 1), Super Corals—A Closer Look (Part 2), Super Corals—Understanding the Science (Part 3), Sharks—The Present
Course: Introduction to Healthcare Finance
Modules:
Welcome and Introduction, Week 1 Introduction, Introduction to Health Services Pricing, Healthcare Price Variation, Hospital Markups and Prices, Bargaining and Healthcare Prices, Pricing and Medical Costs, Implications of Price Transparency in Healthcare
Week 2 Introduction, Time, Risk, and Return, Net Present Value, Introduction to Demo 1: Future Value, Demo 1: Future value, Internal Rate of Return, Introduction to Demo 2: Present Value and the Internal Rate of Return, Demo 2: Present Value and the Internal Rate of Return, Introduction to Demo 3:  Net Present Value and Internal Rate of Return Applied, Demo 3: Net Present Value and Internal Rate of Return Applied
Week 3 Introduction, Introduction to Demo: Financial Model of the Cost of Pharmaceutical R&D, Demo: Financial Model of the Cost of Pharmaceutical R&D, Modeling the Cost of Pharmaceutical R&D, Critiques of DiMasi et al. (2016): Part 1, Critiques of DiMasi et al. (2016): Part 2, Introduction to Demo: Alternative Financial Valuations, Demo: Alternative Financial Valuations
Week 4 Introduction, M&A-Part 1, M&A-Part 2, M&A-Part 3, M&A-Part 4, M&A Valuation- Part 1, M&A Valuation- Part 2, M&A Valuation- Part 3, Introduction to Demo 1A- M&A Valuation, Demo 1A- M&A Valuation: Learning Objectives and Model Assumptions, Introduction to Demo 1B- M & A Valuation, Demo 1B- M&A Valuation: The Target Hospital's Perspective, Introduction to Demo 1C- M&A Valuation the Acquirer's Perspective, Demo 1C- M&A Valuation: The Acquirer’s Perspective, Introduction to Demo 2: Bargaining and Information, Demo 2: Bargaining and Information, Course Summary
Course: ReactJS and Tailwind CSS Fundamentals
Modules:
Introduction to the Specialization
Install ReactJS and Tailwind CSS and Create the First Template, Create Pages and Routes, Create the Header Component
Create Sign In, Sign Up, and Forgot Password Pages and OAuth Component, Install Firebase and react-toastify and Sign Up the User, Complete the OAuth Functionality, Complete the Sign-In Functionality, Complete the Forgot Password Page Functionality
Course: HTML - Front-End Developer
Modules:
Instructor Introduction, What is HTML., Lab 1 Walkthrough, Creating an HTML Document, Lab 2 Walkthrough, More HTML Elements, Lab 3 Walkthrough, The Div element and the Style Attribute, Lab 4 Walkthrough
Introduction to Forms, Forms Continued, Lab 5 Walkthrough, Text Area and Output, Lab 6 Walkthrough
Course: The History of Rocket Science
Modules:
Welcome to the History of Rocket Science Course, The History of Pre-Modern Rockets, The Invention of the V2 Rocket, Rockets Post-WWII
Early Space Exploration to 1961—Part 1, Early Space Exploration to 1961—Part 2, Ramping Up the Space Race: The Mercury Era, The Gemini Era: US and USSR Achievements, The Apollo Era: Successes & Failures—Part 1, The Apollo Era: Successes & Failures—Part 2, US Moon Missions: A Tribute to Katherine Johnson, One More Thing for This Week: If Kennedy Had Lived
The Development of Fast Airplanes in the US, The Development of Space Stations, The Truck to Space: The Development of the Space Shuttle, One More Thing for This Week: The USSR's Space Shuttle
Small Satellites: Start and Exploring Missions, Reducing Launch Cost: Electron + Other Launch Vehicles, Bigger and Bolder: The Push Outwards, One More Thing for This Week: Hotels in Space?, Course Wrap-Up
Course: Web Application Development with JavaScript and MongoDB
Modules:
Course introduction
Overview, TextCircle, Reactive data, Reactive sessions, Scope, Bootstrap it!, HTML preview, MongoDB, Meteor and reactive data summary
Overview, User accounts, MongoDB shell, Customise the accounts UI, Who is editing? working with methods, Who is editing? UI, Improve the UI, User accounts, packages and methods summary
Overview, More docs!, Docs in the DB, Using Session, Loading the new doc, Document list, Editable title, Controlling document access, Publish and subscribe, Final polish, Publish and subscribe MongoDB filters summary
Overview, Reorganising the code, Fixing bugs, Routing, Iron:router, Grid layout, Find and FindOne, Comment box, Comment list, SimpleSchemas, autoform and code re-organisation summary
Summary
Course: Essential Cloud Infrastructure: Core Services en Français
Modules:
Présentation du cours
Présentation du module, Identity and Access Management, Organisation, Rôles, Démonstration : Rôles personnalisés, Membres, Comptes de service, Restrictions sur les organisations, Bonnes pratiques IAM, Présentation de l'atelier : Découvrir IAM, Premiers pas avec Google Cloud Platform et Qwiklabs, Récapitulatif de l'atelier : Découvrir IAM, Récapitulatif du module
Présentation du module, Cloud Storage, Fonctionnalités de Cloud Storage, Choisir une classe de stockage, Filestore, Présentation de l'atelier : Cloud Storage, Récapitulatif de l'atelier : Cloud Storage, Cloud SQL, Présentation de l'atelier : Cloud SQL, Récapitulatif de l'atelier : Cloud SQL, Cloud Spanner, AlloyDB, Firestore, Cloud Bigtable, Memorystore, Récapitulatif du module
Présentation du module, Resource Manager, Quotas, Étiquettes, Facturation, Démonstration : Administration de la facturation, Présentation de l'atelier : Analyser les données de facturation avec BigQuery, Récapitulatif de l'atelier : Analyser les données de facturation avec BigQuery, Récapitulatif du module
Présentation du module, Présentation de Stackdriver, Surveillance, Présentation de l'atelier : Surveillance des ressources, Récapitulatif de l'atelier : Surveillance des ressources, Journalisation, Rapports d'erreurs, Traçage, Profiler, Récapitulatif du module, Récapitulatif du cours
Course: Architecting with Google Kubernetes Engine: Workloads en Français
Modules:
Présentation du cours, Premiers pas avec Google Cloud Platform et Qwiklabs
Présentation, La commande "kubectl", Introspection, Présentation de l'atelier, Présentation de l'atelier, Résumé du module
Présentation, Déploiements, Méthodes de création de déploiements, Services et scaling, Mettre à jour les déploiements, Mises à jour progressives, Déploiements bleus-verts, Déploiements Canary, Gérer les déploiements, Présentation de l'atelier, Tâches standards et Cron, Tâches parallèles, Tâches Cron, Présentation de l'atelier, Scaling des clusters, Effectuer un scaling à la baisse, Pools de nœuds, Contrôler l'emplacement des pods, Affinité et anti-affinité, Exemple d'emplacement des pods, Rejets et tolérances, Intégrer un logiciel dans votre cluster, Présentation de l'atelier, Récapitulatif
Présentation, Mise en réseau de pods, Services, Recherche de services, Types de services et équilibreurs de charge, Fonctionnement des équilibreurs de charge, Ressource Ingress, Équilibrage de charge natif en conteneurs, Sécurité du réseau, Présentation de l'atelier, Présentation de l'atelier, Récapitulatif
Présentation, Volumes, Types de volumes, Types de volumes (suite), L'abstraction PersistentVolume, Informations supplémentaires sur les PersistentVolumes, StatefulSets, Présentation de l'atelier, ConfigMaps, Secrets, Présentation de l'atelier, Récapitulatif
Course: Feedback Loops: Vertical Feedback
Modules:
"We're Glad You're Here", Vertical-Horizontal Team, Feedback Lab: Feedback Manifesto
Lonely at the Top, Feedback Lab: Upward Appreciation, Résumé Feedback, T-Shaped, Revision and Development, Feedback Lab: 6-60-6, Cover Letter Feedback, A Show of Hands, Reality Testing, Feedback Lab: Conversation Starter
More Valuable Than Money, Feedback Lab: Family Feedback, Terms and Techniques: Impostor Syndrome, Phenomenon-->Experience-->Syndrome, Fortifying Feedback, Feedback Lab: Feedback Fixes
Going Negative, Novices vs Experts, Negative Demand, Feedback Lab: Feedback Traps, Impostor Upside, Fraud and Fuel, Burdens and Benefits, Feedback Lab: Reframing Fraud, Confident Humility, Chance to Be Useful, Caveat and Continuation
Course: Amazon Redshift Primer
Modules:
Amazon Redshift Primer
Course: Business Case Analysis
Modules:
Welcome
Analysing the situation, Language practice for a situational analysis, Review key grammar and structure
Creating a well-organized and logical executive summary, A review of report writing, Language practice for executive summary writing, Review key grammar and structure
Planning content and structure of a pitch, Verbal and non verbal communication for effective delivery, Language practice for business pitches, Review challenging English sounds
Conducting an audience analysis, Preparing a presentation, Tone, style and formality, Describing and explaining, Review challenging English sounds
Providing support for your suggestions, Understanding cross cultural communication, Hofstede's cultural dimensions, Making recommendations, Review challenging English sounds
Farewell message from the teachers
Course: Social Science Approaches to the Study of Chinese Society Part 2
Modules:
Course overview, 1.1 Designing a Study, 1.2 The Research Proposal, 1.3 Aims, 1.4 Impact and Significance, 1.5 Background-Literature Review, 1.6 Methodology, 1.7 Data, 1.8 Summary
2.1 Evidence, 2.2 Survey data, 2.3 Public data, 2.4. Administrative and archival microdata, 2.5. Multi-generational microdata, 2.6 Aggregated data, 2.7 Sources of aggregated data, 2.8 Qualitative sources, 2.9 New sources, 2.10 Summary
3.1. Overview: Sampling, 3.2. Surveys and sampling, 3.3. Probability sampling, 3.4. Clustered sampling, 3.5. Stratification, oversampling, 3.6. Respondent-driven sampling, 3.7(a) Conducting a survey - Preparation, 3.7(b) Conducting a survey - Designing a Questionnaire, 3.8. Response rates and follow-up, 3.9. Summary
4.1. Overview: Public data for China, 4.2. China General Social Survey, 4.3. China Health and Retirement Longitudinal Survey, 4.4. China Family Panel Studies, 4.5. China Health and Nutrition Survey, 4.6. The China Multigenerational Panel Datasets (CMGPD), 4.7. Other major datasets, 4.8. Summary
5.1 Overview: Quantitative Analysis, 5.2 Tabulations, 5.3a Correlation and regression I, 5.3b Correlation and regression II, 5.4 Regression to the mean, 5.5 Statistical significance, 5.6 Type I errors, 5.7 Type II errors, 5.8 Summary Quantitative Analysis
6.1 Overview of research and professional ethics, 6.2 The protection of subjects, 6.3 Consent, 6.4 Confidentiality, 6.5 International research, 6.6 Research funding and publication, 6.7 Data sharing, 6.8 Mentor/student relationship, 6.9 Summary:  Research and professional ethics
7.1 Overview - where to go from here, 7.2 Options for advanced study in social science, 7.3 Choosing a PG program, 7.4 Writing the personal statement, 7.5 Research proposals and writing samples, 7.6 Recommendation letters, 7.7 Summary - where to go from here
Part 2: Concluding remarks
Course: Creatividad computacional
Modules:
¿Qué es la creatividad?, ¿Por qué es importante definir y explicar qué es la creatividad?, ¿Pueden ser creativas las máquinas?, ¿Qué es la creatividad computacional?, ¿Cómo, cuándo y con qué objetivo surgió esta nueva área de la Inteligencia Artificial (IA)?, Dominios de aplicación. ¿Hasta dónde hemos llegado en la creación de sistemas creativos?, ¿Pueden ser creativas las máquinas? Algunos expertos opinan, ¿Pueden ser creativas las máquinas? Algunos expertos opinan
Creatividad combinacional, exploratoria y transformacional, Marco de trabajo de sistemas creativos: una formalización de la creatividad exploratoria, Marco de trabajo de sistemas creativos: una formalización de la creatividad transformacional, Para ejemplificar el marco de trabajo de sistemas creativos, ¿Podemos considerar el espacio conceptual de Boden como el espacio de estados de la Inteligencia Artificial clásica?, ¿Podemos ver el proceso creativo como una búsqueda en el espacio de estados?
¿Cómo podemos construir sistemas computacionales capaces de crear artefactos novedosos, sorprendentes y valiosos?, Pasos generales para la construcción de agentes creativos autónomos, Tres posibles algoritmos, Un pintor artificial: selección del dominio
Reflexiones finales
Course: Fundamentals of Java Programming
Modules:
Introduction to the Specialization, Introduction to the Course, Meet Your Instructor, What you will learn in this Lesson, What is Java?, Features of Java, C++ vs Java, Setting Up the Development Environment, What you will learn in this Lesson, What are JVM, JRE and JDK?, Hello World Java program, How Java Code gets Executed?
What you will learn in this Lesson, Variables and Data Types, Demo: Working with Data Types, Reading Input from User, Type Casting in Java, What you will learn in this Lesson, Operators in Java, Arithemtic Operators, Arithmetic Assignment Operators, Relational Operators, Logical Operators, Ternary Operator, Operator Precedence, What you will learn in this Lesson, Working with Arrays, Single Dimensional Arrays, Multi Dimensional Arrays, Working with Strings, String Manipulations and Methods, StringBuffer and StringBuilder in Java, What you will learn in this Lesson, Conditional Constructors in Java, Working with Conditional Constructs, Working with Switch Case, Looping Constructs in Java, Demo: Working with Loops, For-Each Loop with Arrays, Non-Conditional/Jump Statements, Exercise: FizzBuzz with Conditions and Loops
What you will learn in this Lesson, Object Oriented Programming, Classes and Objects, Demo: Creating Classes and Objects, Access Modifiers in Java, Demo: Access Modifiers, Encapsulation and Abstraction, Getters and Setters, What you will learn in this Lesson, Constructors in Java, Types of Constructors, Default and Parameterized Constructors, Constructor Overloading in Java, Constructor Chaining in Java, What you will learn in this Lesson, Inheritance in Java, Types of Inheritance, Demo: Implementing Inheritance between Classes, UpCasting and DownCasting in Java, Demo: UpCasting and DownCasting in Java, What you will learn in this Lesson, Polymorphism in Java, Method Overloading in Java, Method Overriding in Java, What you will learn in this Lesson, Abstract Classes and Abstract Methods, Demo: Abstract Classes, Interfaces in Java, Demo: Interfaces, Difference between Abstract Class and Interfaces
Course: Data Warehousing and Business Intelligence
Modules:
Need for Data Warehousing, Data Warehousing Architectures, Extract, Transform, Load (ETL), Data Marts, Operational Data Stores, Data Warehousing in the Cloud, Supplemental Resources
Data Modeling for Data Warehousing, Multidimensional Data Modeling, Star Schema, Snowflake Schema, NoSQL, Big Data, Data Lakes, and Data Warehousing, Supplemental Resources
Overview of Data Mining for BI, Data Mining Process, Data Mining Methods, Data Mining Algorithms for Predictive Modeling, Supplemental Resources
Unsupervised Data Mining for Explanatory Modeling, Clustering and Segmentation, Association and Market Basket Analysis, Supplemental Resources
Course: Curanderismo: Traditional Healing Using Plants
Modules:
Welcome Video, Interview with Cheo Torres, Interview with Arturo Ornelas, Interview with Tonita Gonzales, Interview with Rita Navarrete
Plants of the Southwest, Medicinal Plants for the Digestive System
Medicinal Plants for the Nervous System, Tinctures and Microdosis
Juice Therapy, Geotherapy
Healing with Herbal Oils, Herbal Smoke for Healing, Conclusion Video
Course: Real-Time Embedded Systems Concepts and Practices
Modules:
Course Introduction, Predictable response software, Simple Linux real-time services compared to non-real-time - introduction, Simple Linux real-time services compared to non-real-time - conclusion, Introduction to Scheduling Theory for Real-Time Systems, RM Optimal Priority Policy and Service Request and Response Timeline, Timing Analysis - Rate Monotonic Priority Assignment Policy By Example, Challenges with Linux User and Kernel Space Real-Time Applications
Code Demonstration: SMP compared to AMP, Code Walkthrough: Starter code for AMP using thread affinity, Real-Time Scheduling Utility Curves, Code Walkthrough: RT Clock, Review of absolute time and date standards and resources, Rate Monotonic Scheduling Analysis by Worst Case Inspection, Rate Monotonic Scheduling - Feasibility vs. Safety and Exceeding the RM LUB
Priority Preemptive Scheduler State Machine For Linux and VxWorks, Service Code Structure driven by Interrupts, Summary of Key Points and Liu & Layland RMA Uses and Limitations, More Details on Liu and  Layland RMA Limitations and Work-arounds, Code Walkthrough: POSIX Software Interval Timer Example, Code Walkthrough: Generic Sequencing using an Interval Timer, Comparison of Cyclic Executive, RTOS and Linux RT Service Implementation, Introduction to Worst Case Analysis hand diagramming of RM schedules, Worst Case Analysis schedule where RM fails (above the LUB), Example where RM succeeds above the LUB for a harmonic service set, Example of scheduling above the LUB at 100% utility that is feasible, Analysis of a harmonic service schedule by hand diagramming for RM and RR, Introduction to Cheddar RMA Tool
Introduction - ARM M-Series, R-Series, and A-Series, Overview of Single Board Computers used for Real-Time Education, Using Linux for this Course - Rationale and Observations, Code Demonstration: Thread Gridding Concepts for Multi-Core
Course: Gen AI for Data Privacy & Protection
Modules:
Course Introduction, Overview of Generative AI, Overview of Data Privacy, Understand the Role of Gen AI in Data Privacy, Privacy Challenges with Generative AI, Diving Deep into Privacy Compliance Laws, Tips to Safeguard your Organization, Importance of Ethical and Legal Considerations, AI Specific Laws and Governing Bodies, Gen AI Responsibility for Protecting Data, Module Summarization and Recap, Course Summary
Course: Improvement Techniques and Control Tools
Modules:
Specialization Intro, Course Introduction, 5S overview, 6S Lean, Single-minute exchange of die (SMED), SMED: Internal and external activities, SMED: Converting internal activities to external activities
Poka-yoke: An overview, Poka-yoke: Types and how and where to implement, Poka-yoke: Pros and cons, Poka-yoke: Detection and prevention techniques
Types of waste and their identification, Value-added and non-value-added activities, Necessary non-value-added activities, Transportation waste, Motion waste, Waiting waste, Overprocessing waste, Overproduction waste, Defects and unutilized talent wastes
Control chart and its types, Variable control charts, Discrete control charts
Course wrap-up
Course: Salesforce Fundamentals and Setup
Modules:
Course Introduction, Exam Details, Cloud Basics, Introduction to CRM, Salesforce Introduction, Salesforce Offerings, Creating a Salesforce Account, Demo: Creating a SF Account App Setup, Org Introduction, User Setup, Create Users, Roles and Profiles, Demo: Customizing Profile and Users, Demo: Profile and Role Creation
Standard and Custom Objects, Creating Custom Objects, Tabs, Create Tabs, Fields, Create Fields, API Name, Global Picklist, Use Global Picklist in Objects, Field Dependencies, Data Types, Functions, Create Formula Fields, Validation Rules, Roll-up Summaries, Create Roll-up Summary Field, Object Relationships, Create Master-Detail Relationship, Schema Builder, Demo: Creating Custom Objects and Fields, Demo: Customizing Objects and Fields, Demo: Creating Validation Rules and Field Relationships
Course: Understanding Violence
Modules:
Introduction, Trigger Warning, Overview of Violence, Part 1, Overview of Violence, Part 2, Global Perspectives & Statistics, Violence in a Structural & Cultural Context, Collecting data on violence, Coffee Chat with Pamela and Deb
Intimate Partner Violence (IPV), Gang Violence, Child Maltreatment, Youth Violence & Cyber-Bullying, Sexual Violence, Violence towards the elderly, Suicide, Coffee Chat with Deb and Pamela
Strain Theory & Other Sociological Determinants, Are We Born Bad? Biological and Psychological Determinants, Alcohol & Drug Use, Prof Abdullahi An-Na'im on Islam, Combatting Sacred Violence, Becoming Beloved Community, Coffee Chat with Pamela and Deb
Economic Costs of Violence, Part 1, Economic Costs of Violence, Part 2, Economic Costs of Violence, Part 3, Mental Health Consequences of IPV, Resilience & Protective Factors, Violence & The Criminal Justice System, Prof Pamela Scully: Sexualized Violence in Conflict, Coffee chat with Deb and Pamela
Violence & Film with Prof Karla Oeler, Violence & Film Part 2, Violence & The Media, Part 3, Media Depictions of Mental Illness, Reporting of Violence in the News & Media, Coffee Chat with Pamela & Deb, Peer Review: Instructions & Motivations
Prof Dean Dabney on the Focused Deterrence Model, Youth Prevention Strategies, Video Games & Dating Violence Prevention with Drew Crecente, Ulester Douglas on Men Stopping Violence, Deb Houry on Safe Communities: Emory, President Jimmy Carter on the Works of The Carter Center, Pamela on Liberian Post-Conflict Interventions to End Violence, Interview with President Jimmy Carter, Final Coffee chat with Deb & Pamela, Peer Review: Instructions & Motivations
Course: Community Awareness: Police Brutality in the U.S.
Modules:
Ryan Henyard: Welcome to the Police Brutality in America Teach-Out, Angela Dillard: Law & Order in America, R. L’Heureux Lewis-McCoy: Theoretical History of Abolition
Eugene Rogers: Seven Last Words of the Unarmed, Elizabeth James: The Impact of Systemic Racism, R. L’Heureux Lewis-McCoy: Policing in Schools, Lauren Velez - Introduction to Avalon Housing, Lauren Velez - Avalon Housing Client Story, LaBresha Scott- Avalon Housing Client Story, Ryan Henyard: Say Her Name, Charles Buchanan: Black Trans Lives Matter
Barbara McQuade: Qualified Immunity, Barbara McQuade: Pattern or Practice, Lisa Jackson: How Does Police Oversight Work?, Sheriff Derrick Jackson: Six Pillars of Changing Policing, Michigan Senator Stephanie Chang: Social Work and Policing Partnerships
Eugene Rogers: Arts and Activism, Ketra Armstrong: The Role of Sport in Social Justice Movements, Ketra Armstrong: Lessons from Colin Kaepernick, Aaron Foley: The Journalism Industry, Aaron Foley: The Role of Black Media Outlets, Aaron Foley: The Complex Relationship Between Police and the Media, Dr. Abdul El-Sayed: Systemic Racism as a Public Health Issue, Sheriff Derrick Jackson: A Sheriff's Perspective on Police Reform, Lisa Jackson: Community Oversight in Policing at the Local Level, Kathleen Meadows - Avalon’s Alternative Response to Policing, Kathleen Meadows - Avalon’s Additional Resources, Lauren Velez - Avalon Housing Resident's Feedback to Police, Michigan Senator Stephanie Chang: Limits of Legislative Police Reform
Ryan Henyard: Taking Action Against Police Brutality in Your Community, Lisa Jackson: Taking Action at the Community Level, Taking Community Action: Flower Boi STL, Michigan Senator Stephanie Chang: How to get involved with your elected officials, Elizabeth James: Survival Techniques for Movement Building, Starting with People, Communication Styles, Dialogue, Gathering Information, Making Plans, Police Brutality Teach-Out Town Hall Recording, Ryan Henyard: Thank you for joining
Course: Alternative Investments and Taxes: Cracking the Code
Modules:
Course Overview, Meet Your Instructor | Craig Lemoine, Meet Your Instructor |  Donovan Sanchez, Meet Your Instructor | John Breen, Meet Your Instructor | Allie Elmore
Module 1 | Overview, What are Alternative Investments?, Significance of Alternative Investments in the Financial Market, Introduction to Taxation, Types of Taxation, Ordinary Income Tax, Capital Losses, Income Tax Rates, Capital Assets & Capital Gains, Module 1 | Wrap-up
Module 2 |Overview, Private Equity, Private Equity Continued, Private Debt, Hedge Funds, Hedge Fund Strategies, Virtual Currency, Investigate land as an investment (e.g. farmland), Investigate Real Estate Investment Trusts (REIT), Investigate Directly owned vs. partnership, etc., Liquid and Illiquid alternative investment considerations, Module 2 | Wrap-up
Module 3 | Overview, Introduction to Depreciation, Capital Gains, Losses, and Section 1231 Assets, Passive Loss Rules, Real Estate Professionals, Section 1250 Gain, Introduction to 1031 Exchange, Like-Kind Exchanges, Revisited, Character of Land Sale Gain, Installment Sales, Qualified Opportunity Zone Funds, Delaware Statutory Trust, Module 3 | Wrap-up
Module 4 | Overview, Harvesting Losses and Gains, Section 1014 Step Up Basis, Hedging and Speculation, Section 1256 Contracts, 28% Long-Term Capital Gains Rate for Collectibles, 180 Study, Publicly Traded Partnerships, Schedule K-1 for Pass-Through Income, Module 4 | Wrap-up
Course Wrap-up
Course: Containerize Spring Boot CRUD with Docker and Docker Compose
Modules:
Introduction, Need for Docker, Basics of Docker, Benefits of Docker, Docker Working Workflow
Installing Docker Desktop, Creating Spring Boot App, Installing Java Maven IntelliJ, Setting Project in IntelliJ, Creating First REST API
Taking Notes, Creating Dockerfile, Creating Image with Docker Build, Push Image to Docker Hub, Running Container from Image, Understanding the Flow, Using Important Docker Commands
Application Workflow, Dockerfile for Spring Boot App, Dockerizing Mongo Database, Build Image for Spring Boot, Run Container for Spring Boot MongoDB, Debugging Inside Container, Connectivity Between Spring Boot MongoDB, Testing App End to End
What is Docker Compose, Creating First Docker Compose File, Running Containers with Docker Compose and Testing App
Course: Identifying Patient Populations
Modules:
Welcome to Identifying Patient Populations, Introduction to Computational Phenotyping, Introduction to Manual Record Review, Manual Record Review: Selecting Reviewers and Records, Manual Record Review: Tools and Techniques
Data Types for Computational Phenotyping, Computational Phenotyping: Billing Data, Computational Phenotyping: Laboratory Data, Computational Phenotyping: Clinical Observations, Computational Phenotyping: Medications
Manipulating Individual Data Types, Combining Multiple Data Types
Selecting a Final Algorithm
Welcome to Practical Applications!
Course: Proceso de datos sucios a datos limpios
Modules:
Introducción al enfoque en la integridad, Motivos por los cuales la integridad de datos es importante, Equilibrio entre los objetivos y la integridad de datos, Qué hacer en caso de datos insuficientes, La importancia del tamaño de la muestra, Cómo usar el poder estadístico, Cómo determinar el mejor tamaño de la muestra, Evaluar la confiabilidad de tus datos
¡A limpiarlos!, Por qué es importante limpiar los datos, Angie: Por qué me encanta limpiar datos, Reconocer y subsanar los datos sucios, Herramientas y técnicas para la limpieza de datos, Limpieza de datos de múltiples fuentes, Características de la limpieza de datos en las hojas de cálculo, Optimización del proceso de limpieza de datos, Diferentes perspectivas de los datos, Incluso más técnicas de limpieza de datos
Uso de SQL para limpiar los datos, Sally: Por el amor de SQL, Comprender las capacidades de SQL, Hojas de cálculo vs. SQL, Consultas SQL más utilizadas, Evan: Divirtiéndose con SQL, Limpieza de cadenas de variables con SQL, Funciones avanzadas de limpieza de datos, parte 1, Funciones avanzadas de limpieza de datos, parte 2
Verificar e informar los resultados, La limpieza y tus expectativas de datos, El paso final en la limpieza de datos, Captura los cambios de la limpieza, Por qué la documentación es importante, Comentarios y limpieza
Acerca del proceso de contratación del analista de datos, El proceso de solicitud de trabajo del analista de datos, Cómo crear un currículum, Hacer que tu currículum sea único, Joseph: Inclusión de personas de raza negra y afroamericanos en la industria de los datos, Cómo explicar la experiencia laboral pasada, Kate: Mi trayectoria como analista de datos, ¿En qué se centra tu interés?
Prepárate para el desafío del curso, ¡Felicidades!
Course: Physics 102  - Magnetic Fields and Faraday's Law
Modules:
The Big Picture, Bar Magnets and Pseudoscience, Magnetic Dipoles, Oersted's Demonstration, B Near a Wire, Moving Charge, Right Hand Rule, Magnetic Field Unit, Deflecting Charged Particles, Circular Motion Demonstration, Radius of Circular Motion, Frequency of Circular Motion, Bouncing an Electron off a Magnetic Field 1, Bouncing an Electron off a Magnetic Field 2, A Microscopic Unit for Energy, Bouncing from E Fields and B Fields, Non-Uniform Magnetic Field, Preramble, Setting Up the Problem, Solution for a Straight Wire, Solution for a Curved Wire, Force on a Square Loop, The Loop Moves!, Torque on a Square Loop: Qualitative, A Review of Torque, Torque on a Square Loop: Derivation, Torque on a Triangular Loop, Magnetic Dipole Moment of a Loop, Potential Energy of a Loop, SPT - The Invisible Water
Magnetic Field from Current, Magnetic Field of a Straight Wire: Set Up, Magnetic Field of a Straight Wire: Solution, Magnetic Field of a Straight Wire: 3D Structure, Magnetic Field at the Center of a Current Loop, Magnetic Field off Axis from a Current Loop, Creating the Ampere, Statement of Ampere's Law, Ampere's Law for a Straight Wire, Several Amperian Loops, The Valentine's Day Monopole, The Ideal Solenoid, Amperian Loops Around the Solenoid, Ampere's Law Around the Solenoid, Magnetic Fields of a Toroid, Top Ten Course Review Comments
Historical Reenactment, Faraday's Law, Induction by a Moving Charge, Induction Due to Changes in Geometry, Move a Conductor in a Magnetic Field, Move a Wire Loop in a Uniform Magnetic Field, Move a Slider in a Uniform Magnetic Field, Damping the Moving Slider, Statement of Lenz's Law, Use of Lenz's Law, Energy of Lenz's Law, Induced Current Loops also Flow in Solids, Examples of Eddy Currents, What if There is No Loop or Block?, Updating Faraday's Law, Induced Electric Currents, How Does Nature Pick the Loop?, Introduction to the Generator, Power Created by a Generator, Mechanically Powering a Generator, Top Ten Top Ten Lists I Started But Coulnd't Finish
Top Ten Signs You've Made It
Course: Java Programming: Build a Recommendation System
Modules:
Introduction and Motivation, Reading and Storing Data
Average Ratings
Filtering Recomendations
Calculating Weighted Averages
Farewell from the Instructor Team
Course: Neuronale Netze und Deep Learning
Modules:
Begrüßung, Was ist ein neuronales Netz?, Überwachtes Lernen mit neuronalen Netzen, Warum wächst Deep Learning derzeit stark an?, Über diesen Kurs, Kursressourcen, Interview mit Geoffrey Hinton
Binäre Klassifikation, Logistische Regression, Kostenfunktion der logistischen Regression, Gradientenabstieg, Ableitungen, Weitere Beispiele für Ableitungen, Berechnungsgraph, Ableitungen mit einem Berechnungsgraph, Gradientenabstieg bei logistischer Regression, Gradientenabstieg bei m-Beispielen, Vektorisierung, Weitere Beispiele für Vektorisierung, Vektorisierung der logistischen Regression, Vektorisierung des Gradientenergebnisses der logistischen Regression, Übertragung in Python, Eine Anmerkung zu Python/NumPy-Vektoren, Kurzinfo zu Jupyter/iPython-Notebooks, Erläuterung zur Kostenfunktion der logistischen Regression (optional), Interview mit Pieter Abbeel
Überblick über neuronale Netze, Darstellung eines neuronalen Netzes, Berechnen der Ausgabe eines neuronalen Netzes, Vektorisierung mit verschiedenen Beispielen, Erläuterung der vektorisierten Implementierung, Aktivierungsfunktionen, Wozu benötigen wir nicht-lineare Aktivierungsfunktionen?, Ableitungen von Aktivierungsfunktionen, Gradientenabstieg für neuronale Netze, Backpropagation-Intuition (optional), Willkürliche Initialisierung, Interview mit Ian Goodfellow
Tiefes neuronales Netz mit L-Schicht, Forward Propagation in einem tiefen Netz, Erstellen der richtigen Dimensionen einer Matrix, Warum tiefe Darstellungen?, Bausteine tiefer neuronaler Netze, Forward Propagation und Backpropagation, Parameter kontra Hyperparameter, Was hat das mit dem Gehirn zu tun?
Course: Transformação Digital: Marketing na Era dos Dados
Modules:
Introdução ao Curso, Um Pouco de História, Analisar antes de Ofertar, O Intangível da Marca, Marketing da Era dos Dados, Caso Prático: Tesla
Cultura de Marca no Digital, Arquitetura de Canais Digitais da Marca, Cultura de Marca no Digital, Customer Experience: Prioridade Absoluta, UX e Brand Experience, Caso Prático Amazon
Transformação do Modelo de Negócio, Modus Operandi da Transformação, Criação de Modelo de Negócio Digital, Os Desejos do Consumidor e as Soluções Digitais, Alinhamento entre Estratégia e Operação, Caso Prático: Waze
Como Criar uma Cultura de Inovação Efetiva, Em Busca da Disrupção, Exponencialidade, Digitalização e Automação, Mensuração Continua, Convite à Ação