dipopotamus/custom_instruct_coursera_course_module_list huggingface dataset:
Course: Innovating with the Business Model Canvas
Modules:
Focusing Innovation with the Business Model Canvas, Getting Started with the Canvas, Making the Canvas Work for You: Your Role, Making the Canvas Work for You: Product Phase, Meet Enable Quiz, Creating a Testable Product/Market Fit, Knowing Your Customer, Getting to Know Your Customer Better: Think See Feel Do, Knowing What Propositions to Test, Creating Testable Propositions, Testing Your Propositions, Sculpting the Customer Journey: AIDAOR, Storyboarding AIDAOR, Delivering the Customer Journey through Customer Relationships and Channels, Mapping Customer Relationships and Channels, Persona/Proposition Fit and Revenue Drivers, Scaling Product/Market Fit with the Growth Hacking Canvas, Creating a Culture of Experimentation
The Focused Organization, Understanding Business Model Type, Business Model Type Implications, Key Activities vs Important Activities, Key Activities and Strategy-Driven Process Design, Key Partners, Costs Now vs. Costs Later, The Hard Things about Digital Transformation & Corporate Innovation, Focusing Your Innovation Pipeline with the Corporate Innovation Canvas, Course Conclusion
Course: Six Sigma and the Organization (Advanced)
Modules:
Six Sigma Philosophy, Luminaries and Path to Six Sigma, What is Process, Significance of Six Sigma, Green Belt Roles, DMAIC, Cost Benefit Analysis, Key Concepts
Explaining Yellow Belt Refresher Areas, Purpose of Lean, Value Stream Mapping, JIT and Kan Ban, Poka Yoke, Value to the Organization, Suboptimization, Kaizen and Kaizen Blitz, PDCA, Cost Benefit Analysis, Cost of Quality, Introduction, History of Lean, Lean Principles, Lean Concepts, The Toyota Way, Theory of Constraints, Important Tools, Measuring and Monitoring
Design for Six Sigma - pt1, Design for Six Sigma - pt2
Project Selection, Process Elements, SIPOC, Identifying Stakeholders, Voice of the Customer, Critical to Satisfaction, Quality Function Deployment, Defining Project Charter, Developing a Project Plan
Yellow Belt Refresher Areas Explained, Cause and Effect Diagrams, Checksheets, Flow Charts and Process Mapping, PDCA, Defects Per Unit / Defects Per Million Opportunities, Roll Throughput Yield, Affinity Diagram, Activity Network Diagram, Multivoting, Nominal Group Technique, Force Field Analysis, Prioritization Matrices, SIPOC, Tree Diagrams, Control Charts - pt1, Control Charts - pt2, Introduction, Kano Model, Voice of the Customer-Tools for Measure, Benchmarking and Balanced Scorecard, More Team Tools, 8D Problem Solving, Process Capability
Course: Business for Good: Fundamentals of Corporate Responsibility
Modules:
Course Introduction, Course Structure, Video - Introduction to The Sustainability Challenge, Video - Big Business, Big Responsibility, Video - From Shareholders to Stakeholders, Video - Beyond the Buzz: What is Sustainable Business?, Video - Compliers or Trailblazers?, Video - ESG Explained part 1, Video - ESG Explained part 2, Video - ESG Explained part 3, ESG Takeaway Summary, Video - Can Sustainability be a Strategy?, Video - Summary to The Sustainability Challenge, Module 1 Takeaway
Video - Introduction to The Sustainability Advantage, Video - Sustainability in Action: Pressures & Responses, Video - A Quick Guide to Causation vs. Correlation part 1, Video - A Quick Guide to Causation vs. Correlation part 2, A Quick Guide to Causation vs. Correlation summary, Video - The Business Case for Sustainability Leadership, Video - Sustainability and the Great Recession, Video - Sustainability Leader interview: Mike Barry, Video - What Matters Most: Understanding Materiality, Video - Summary to The Sustainability Advantage, Module 2 Takeaway
Video - Introduction to Sustainability Leadership in Action, Video - What is a Circular Economy?, Video - Pioneering a Circular Business Model, Case study: DESSO Case A, Video - Bringing All Stakeholders to the Table
Case study: DESSO Case B, Video - DESSO Airmaster - Clears the air, Video - DESSO Airmaster from Tarkett, Video - DESSO Refinity, Video - DESSO Luminous Carpets, Video - Ellen MacArthur at DESSO, Video - Cradle to Cradle Strategy - TEDxRiverCalder, Video - The Stakeholder Choice, Video - The Circular Transformation Story, Video - A Tool to Respond to ESG Challenges part 1, Video - A Tool to Respond to ESG Challenges part 2, ESG Challenges Takeaway Summary, Video - Summary to Sustainability Leadership in Action, Module 4 Takeaway
Video - Introduction to Sustainable Pathways to Value Creation, Video - How Sustainability Generates Profit part 1, Video - How Sustainability Generates Profit part 2, How Sustainability Generates Profit Summary, Video - In Focus: Sustainability and Innovation, Video - In Focus: Sustainability and Public Equity Markets, Video - Sustainability Leader interview: Catherine Howarth, Video - How AI is Powering Sustainability, Video - Sustainability Leader interview: Sam Baker, Video - Summary to Sustainable Pathways to Value Creation, Module 5 Takeaway
Video - Introduction to The Roadmap to Sustainability, Video - Embedding Sustainability in your Organisational DNA, Video - In Focus: Corporate Governance, Video - In Focus: Stakeholder Engagement, Video - In Focus: Decision-making Time Horizons, Video - In Focus: Transparency and Accountability, Video - Summary to Embedding Sustainability in your Organisational DNA, Video - The Sustainability Implementation Guide, Video - Making the Sustainability Cultural Shift, Video - Sustainability Leader interview: Michael Lewis, Video - The Future of Sustainability Leadership, Video - Course Summary, Module 6 Takeaway
Course: Thriving 101: Designing a Fulfilling Life & Career
Modules:
Welcome to the Course, What is Thriving?, The Flourishing Scale, Preview of Next Week
The Happiness Set-Point and Hedonic Adaptation, Enhancing Your Happiness Set-Point., Taking Small Steps
Intro to Thoughts and Perceptions, Thoughts About the Past: Gratitude, Thoughts about the past: Forgiveness, Thoughts About the Future and Optimism, Why Staying Present Is Important
Intentional Use of Your Time, Enhancing PERMA in Your Life, Filling the 5 Bucket Areas for Thriving
Does Anyone Like Their Job?, The Role of Your Interests, Skills, Strengths, Values, and Personality, How to Assess Your Interests, Skills, Strengths, Values, and Personality
What is Design Thinking and Why Should I Care, What are the Design Thinking Mindsets, What Are the Design Thinking Steps
Storytelling's Benefit to Mental Health, A Compelling Strategy to Crafting Your Story, A More Concise Way to Tell Your Story
Re-Cap of the Most Important Principles We've Covered, Win the Morning, Win the Day, SMART Goals for the Next Year
Course: What future for education?
Modules:
Clare's introduction to What future for education?, Lecture 1 How do we learn?, Lecture 2 How do we learn? cont'd, Lecture 3 How do we learn? cont'd, Lecture 4 How do we learn? optional extra, Lecture 5 How do we learn? optional cont'd, Lecture 6 How do we learn? optional cont'd
Lecture 1 What is intelligence?, Lecture 2 What is intelligence cont'd, Lecture 3 What is intelligence cont'd, Lecture 4 What is intelligence cont'd
Lecture 1 What makes a good teacher?, Lecture 2 What makes a good teacher? cont'd, Lecture 3 What makes a good teacher? cont'd, Lecture 4 What makes a good teacher? cont'd, Lecture 5 What makes a good teacher? cont'd, Lecture 6 What makes a good teacher? cont'd
Lecture 1 What makes a good school?, Lecture 2 What makes a good school? cont'd, Lecture 3 What makes a good school? cont'd
Lecture 1 What are governments' priorities for education?, Lecture 2 What are governments' priorities for education? cont'd, Lecture 3 What are governments' priorities for education? cont'd, Lecture 4 What are governments' priorities for education? cont'd, Lecture 5 What are governments' priorities for education? cont'd, Lecture 6 What are governments' priorities for education? cont'd
Clare introduces Week 6
Course: Google Cloud Customer Care Fundamentals - Français
Modules:
Présentation du cours
Présentation de Google Cloud Customer Care, Nettoyage des données de journaux
Envoyer une demande d'assistance, Dépannage et investigation, Escalade des demandes
Résolution d'une demande d'assistance
Course: Introduction to Cybersecurity for Business
Modules:
Welcome!, About the Instructor, Introduction to Practical Computer Security, Computer Security Key Definitions, The Computer Security Environment Today, Security Frameworks
Confidentiality, Integrity, Availability, Where will I use this? Practical application of principles
What is Risk, Risk Assessment, Risk Frameworks
Public Key Infrastructure, Ports and Protocols, Message Authentication, Practical Application of Hashing
Attack Surfaces
Course: Introduction to Image Generation - Español
Modules:
Introducción a la generación de imágenes
Course: Analyse de données avec la programmation R
Modules:
Introduction au monde passionnant de la programmation, S'amuser avec R, Carrie : Démarrer avec R, Langages de programmation, Introduction à R, Introduction à RStudio
Programmation à l'aide de RStudio, Principes fondamentaux de la programmation, Opérateurs et calculs, Le cadeau qui continue à donner, Bienvenue dans le tidyverse, En savoir plus sur le tidyverse, Travailler avec des pipes, Connor : Conseils de codage
Données en R, Trames de données R, Travailler avec des trames de données, Nettoyer avec les bases, Organiser vos données, Transformer les données, Mêmes données, résultats différents, La fonction de biais
Visualisations en langage R, Principes de base de la visualisation en langage R et tidyverse, Démarrer avec ggplot(), Joseph : cheminement de carrière vers l'analyse, Amélioration des visualisations en langage R, En faire plus avec ggplot, Esthétiques et facettes, Calque d'annotation, Enregistrer vos visualisations
Documentation et rapports, Présentation de R Markdown, Utilisation de R Markdown dans RStudio, Structure des documents Markdown, Meg : La programmation donne du pouvoir, Encore plus d'éléments de document, Blocs de code, Exportation de documents
Course: Arquitecturas de Big Data
Modules:
Introducción al curso
Introducción al módulo 1, ¿Por qué y cuándo Big Data? Video, Diferencias con arquitecturas tradicionales
Introducción al Modulo 2, Requerimientos y desafíos de almacenamiento de Big Data, ¿Qué son los DataLakes?
Introducción al Módulo 3, Procesamiento escalable, paralelo, relación con el almacenamiento., Streaming de datos:Kafka, Spark Structured Streaming
Introducción al M4, ¿Qué es la computación en la nube?, Beneficios y retos de los Servicios Públicos en la Nube, Big Data en acción en Uniandes, Cierre del curso
Course: Software Design as an Element of the Software Development Lifecycle
Modules:
Introduction to Software Design, Thinking
What's an SDLC, What happens in Design
Design in different SDLCs, Interfacing with Requirements and Implementation
The role of Architecture in Design, Permitted Activities that Can Cause Problems
Assessment 1, Assessment 2, Assessment 3, Assessment 4, Assessment 5
Course: Design Basics of Steel Buildings
Modules:
About the Specialization, About the Course, Basis for design of buildings - design basis report, Site location and building functionality, Site location & construction planning, Geometric parameters of the building, Building functionality and structural systems, Special geometries and Structures, Design life of the building, Exposure conditions & corrosion protection, Concrete, reinforcement, block work, floors and roofs, Structural steel, bolts, welds, fire proofing and painting materials
Introduction & Design loads, Gravity & Lateral loads, Load combinations and Codes for design loads and combinations, Serviceability Requirements, Deflection and drift limits, Floor Vibration, Fire resistance, Services in buildings and its Interfaces with Structure, Sample Structural DBR
Dead Loads, Calculation of loads due to foundations, beams and columns, Calculation of loads due to truss and floor systems, Super Imposed Dead Loads (SDL), Calculation of loads due to Floor finish, false ceiling, and service distribution system, Calculation of loads due to equipments, partitions, facades and fillings, Calculation of loads due to staircases, roof, terrace and other special elements, Live Loads, Calculation of loads due to primary occupancy, Calculation of loads due to secondary occupancies and special cases, Load layouts, Temperature Loads
Wind Loads, Design wind speed, Design wind pressure, Pressure coefficient method, Force coefficient method, Wind Load Calculation for Example Building Part 1, Wind Load Calculation for Example Building Part 2, Wind Load Calculation for Example Building Part 3, Drag, interference and dynamic effects, Earthquake Loads, Zone & Response Reduction Factors, Ah Calculation, Equivalent Static Method Part 1, Equivalent Static Method Part 2
Structural layout planning, Grid planning for Car Parking Buildings, Grid planning for other buildings, Vertical load resisting system - slabs and beams, Deck sheets, Deck slab system, Chequer plate system, Grating, Deep deck, Hollow core and RC Slab, Beams and Trusses, Beam orientation, Preliminary sizing of beams - Part 1, Preliminary sizing of beams - Part 2, Preliminary sizing of beams - Part 3, Load calculation, Location and Orientation of columns, Live load reduction, Service Coordination in buildings
Lateral load resisting systems, Code guidelines for lateral load resisting systems, Demonstration of significance of lateral load resisting systems, Moment resisting frames, Braced frames, Shear walls, Lateral load resisting systems for the very tall buildings, Lateral Load Flow in Braced Frame System, Planning of the Lateral load resisting systems in buildings, Preliminary sizing of lateral load resisting systems - Part 1, Preliminary sizing of lateral load resisting systems - Part 2
Course: Developing Websites and Front-Ends with Bootstrap
Modules:
Course Introduction, Overview of Bootstrap, Setting Up Bootstrap, Essential Concepts of Bootstrap, Layouts, Contents, and Forms in Bootstrap, Browser Compatibility of Bootstrap
Getting Started with Components, Utilities, Helpers in Bootstrap, Bootstrap Icons, Cards and Grid System in Bootstrap
Project Demo
Course: Building No-Code Apps with AppSheet: Implementation
Modules:
Course Introduction
Organizing data for your app, Using keys, AppSheet data types, App column formulas, AppSheet expressions, Slices, Constraints, Data validation, Getting Started with Google Cloud Platform and Qwiklabs, Lab: Working with Data in AppSheet, Module Review
Actions, Actions for app navigation, Actions for data changes, Actions for external communication, Composite actions, Lab: Adding Actions to an App in AppSheet, Automation, Using offline sync, View events, Customizing input forms, Lab: Using View Events and Custom Forms in AppSheet, Module Review
AppSheet security, Application access control, Data access control, Authentication and authorization, Security filters, Auditing, Lab: Securing Your AppSheet App, Private tables, Using sensitive information, Module Review
AppSheet REST API, Apigee REST API, AppSheet webhooks, Webhook to the AppSheet API, Custom webhooks, Lab: Integrating Your AppSheet App with External Services, Module Review
Data scalability, AppSheet user settings, Lab: Using Data Partitions with Your AppSheet App, App performance, Using large datasets, Multi-language app support, App user feedback, Module Review
Versioning your app, Upgrading your app, Monitoring your app, App authoring, Team collaboration, Module Review
Data, access and sync errors, Troubleshooting common problems, Module Review
Course Review
Course: Construção de Relacionamentos em Vendas Orientada a Dados
Modules:
Relacionamento das Variáveis de Vendas, Análise do Gráfico de Dispersão, Principais Conceitos do Valor-P e R², Relatório de Análise
Regressão Múltipla, Aplicando na Prática, Relacionamento de Vendas, Avaliação Global do Modelo de Regressão
Modelo KNN, Principais Conceitos do Modelo KNN, Modelo Prático de KNN, KNN no Banco de Dados
Métodos dos Sistemas de Recomendação, Aplicando na Prática, Case da Companhia Aérea, Praticando os Sistemas de Recomendação
Course: Data Integration with Microsoft Azure Data Factory
Modules:
Introduction to the course, Understand Azure Data Factory, Data integration patterns, Explain the data factory process, Understand Azure Data Factory components, Azure Data factory Security, Lesson introduction, Manage integration runtimes, Lesson summary
Lesson introduction, List the data factory ingestion methods, Describe data factory connectors, Understand data ingestion security considerations, Lesson summary
Lesson introduction, Explain Azure Data Factory transformation methods, Debug mapping data flow, Lesson summary, Describe slowly changing dimensions, Choose between slowly changing dimension types, Lesson summary
Understand data factory control flow, Work with data factory pipelines, Debug data factory pipelines, Add parameters to data factory components, Execute data factory packages, Lesson summary
Describe SQL Server integration services, Understand the Azure SSIS Integration Runtime, Lesson summary
Lesson introduction, Manage source control of Azure Data Factory solutions, Lesson summary
Module introduction, Ingest data into Azure Data Lake Gen 2 using Azure Data Factory​, Join and transform shared and owned data with Mapping Flow in Azure Data Factory, Sink dataset into Azure Synapse Analytics using Azure Data Factory, Publish a pipeline run in Azure Data Factory, Module summary
Course 3 recap, Course wrap-up
Course: Software Design Methods and Tools
Modules:
Intro to Design Methods and Tools, Jackson Structured Design
Data Flow Diagrams, Z
UML : Obtaining Rhapsody from IBM, UML Class diagrams with Rhapsody, Building a Sequence Diagram with Rhapsody
JUnit Install, Using JUnit
Ethics I, Project Ethics II
Assessment 1, Assessment 2, Assessment 3, Assessment 4, Assessment 5
Course: Creating a Team Culture of Continuous Learning
Modules:
Meet the team and learn more about this course, Framing, Reframing & Systems Thinking - The Story of George Washington Bridge, Frames - Defined and Illustrated, Scenario - Computer Manufacturing Company, Debrief - Scenario, Strength Based Approaches to Organizations, Debrief - Experiential Activity, Systems Thinking Frame, Next Module - Focus on Diagnostic Learning
Diagnosing Problems in Groups and Teams, Scenario: Healthcare, Part 1, Debrief: Scenario, Part 1, Scenario: Healthcare, Part 2, Debrief: Scenario, Part 2, Our After Action Review, BART, Assignment 1: Let's Practice Using BART, Focus on Culture and Conflict in Teams: Part 1 – Culture, Focus on Culture and Conflict in Teams: Part 2 – Conflict, Assignments and Summary
Learning Objectives|What disables organizational learning?, What disables organizational learning?, Scenario: Executive Team at the Bank, Debrief Scenario, Part 1, Debrief Scenario, Part 2, Diffusion of Ideas
Part 1- Introduction & Learning in Ambiguous and Uncertain Environments, Part 2 - Conditions for Learning, Part 3 - Organizing Under Uncertainty, Scenario: Team at GURD, Part 1, Scenario: Team at GURD, Part 2, Debrief: Scenario, Liberating Structures: Examples of Team Exercises, Focus of Module 4 Review, Summing Up Continuous Learning in Teams
Course: Learn Svelte
Modules:
Test your knowledge!
Course: Emotional Intelligence in Leadership
Modules:
Introduction to the Course & Meet Your Instructor, What is Emotional Intelligence in Leadership?, Recognizing Your Emotions as a Leader, Importance of EI in Leadership, The Power of Positivity, Techniques for Self-Regulation, Adaptive Responses to Emotions, The Importance of Empathy, Effective Communication, Giving Effective Feedback, Conflict Management and Resolution, Building Healthy Relationships, Congratulations and Continuous Learning Journey
Course: The Blockchain System
Modules:
Decentralized Development - Amber Baldet and Patrick Neilsen
Blockchain Basics, The Internet of Money, Videos
Round Table Discussion - Limitations and Future Outlook
Vitalik Buterin – Ethereum Co-founder
Course: Camera and Imaging
Modules:
Course Syllabus, About the Instructor, Course Information and Support, Academic Honesty Policy, Discussion Forum Etiquette, Frequently Asked Questions, Pre-Course Survey, Week 1 Lecture Handout
Week 2 Lecture Handout, 2.3 Video Correction
Week 3 Lecture Handout, 3.3 Video Correction, 3.4 Video Correction, 3.5 Sensing Color Supplementary Reading
Week 4 Lecture Handout, 4.2 Video Correction
Week 5 Lecture Handout, 5.3 Video Correction, 5.4 Video Correction, 5.6 Video Correction
Week 6 Lecture Handout, 6.3 Video Correction, 6.6 Video Correction, Post-Course Survey
Course: Corporate Governance
Modules:
Introduction to the Course & Meet Your Instructor, The Significance of Corporate Governance, Governance Frameworks and Regulations, The Role of the Board, Navigating Regulatory Compliance, Implementing Risk Management Strategies, Financial Oversight and Ethics, Board Dynamics and Effectiveness, Stakeholder Engagement and Communication, Adapting to Evolving Governance Challenges, Congratulations and Continuous Learning Journey
Course: Gobierno corporativo: estructuras
Modules:
Introducción a los órganos de control, Asamblea de accionistas, Consejo de administración, Comité de administración y finanzas, Comité de auditoria, Comité de evaluación y compensación, Comité de prácticas societarias, Actividad The inside job
Course: Future Development in Supply Chain Finance and Blockchain Technology
Modules:
Introduction to the Specialization, Meet your Instructor, Course Overview and Objective, Topic 01: Main Challenges in Supply Chain Finance, Topic 02: AI and Machine Learning Solution, Topic 03: Blockchain Solution
Topic 01: Power of Distributed Ledgers, Topic 02: How Does It Work - Transaction Example, Topic 03: Example: Concert Tickets, Topic 04: Smart Contract, Topic 05: Key Industries Leveraging Blockchain Technology, Topic 06: Destination Platform vs. Consortium, Topic 07: Use Case - Know Your Customer (KYC), Topic 08: Use Case - Receivable Financing
Topic 01: Key Benefits of Blockchain Technology, Topic 02: Impact of Blockchain, Topic 03: Is Supply Chain Finance ready for Blockchain?, Case Study, Case Study (Cont.)
Course: Introduction to the Biology of Cancer
Modules:
Welcome to the Course, Incidence and Etiology Overview, Incidence and Etiology of Cancer, Cancer Incidence, The Common Cancers
Genetics Overview, Basic Introduction to Genetics, Genetic Variation and Mutation, Two-Hit Hypothesis and Genomic Instability
Cellular Hallmarks Overview, The Human Cell and Hallmarks of Cancer 1-5, The Human Cell and Cellular Hallmarks Cancer 6-8, Cellular Hallmarks of Cancer 9 & 10: Preparing the Cancer Cell to Move and Metastasize
Metastasis Overview, Introduction to Metastasis, TNM Staging, The Metastatic Process, An Ecological Paradigm: Why Do Cancer Cells Metastasize from the Primary Tumor?
Imaging Overview, Introduction to Imaging, Types of Imaging, Imaging in Clinical Oncology, Theory of Oligometastasis and How Treatment is Supported by Imaging
Treatment Overview, Types of Treatment, Types of Treatments for Individual Cancers, Clinical Trials, Wrap-Up, Liver Cancer Overview, Incidence, Risk Factors, Screening, Staging For Liver Cancer, Treatment of Liver Cancer
Course: Realidad Aumentada
Modules:
Presentación del curso, Introducción
Descarga e instalación del programa, Interfaz, Assests y Game Objetcs, Cambio de Versión de Unity, Vuforia y definición de target, Desarrollar su primera Aplicación en Realidad Aumentada
Creación y manejo de objetos UI en Unity, Configuración de Canvas y Paneles, Inserción de assets de video, audio e imágenes, Configuración de botones, Creación de un UI funcional para Realidad Aumentada
Descarga de Visual Studio y creación de scripts, Desarrollo del Script "Switch", Desarrollo del Script "Jump", Creación de Aplicación RA utilizando Scripts
Introducción a los modelos 3D en Unity, Introducción a los modelos 3D en Unity, Manipulación y optimización de modelos 3D, Creación de Aplicación RA con interacción de propiedades de los modelos 3D
Revisión configuración y Vuforia, Revisión UI, Revisión Scripts, Revisión Modelos 3D y Optimización, Creación de Aplicación Final del Curso
Course: Back-End Infrastructure: Servers, Secure APIs and Data
Modules:
Introduction to the Course & Meet Your Instructor, Back-End Infrastructure - Your Digital Backbone, Data Security Fundamentals, Server Configuration for Security, Secure API Design Principles, Building Secure Communication Channels, Automated API Security Testing, Implementing Data Protection Techniques, Case Studies in Secure Back-End Infrastructure, Best Practices for Ongoing Security, Congratulations and Continuous Learning Journey
Course: Fundamentals of waves and vibrations
Modules:
Teaser, 1.0  Welcome to the course, 1.1 About waves and vibrations, 1.2  Continuous solid systems, 1.3 Continuous fluid systems, 1.4 Non-dispersive waves, 1.5 Sound and tsunamis, 1.6 Research topics: Aeroacoustics
2.1 Dispersive waves, 2.2 Beams and ship waves, 2.3 Guided waves, 2.4 Seismic waves, 2.5 Lab session :  wave flume, 2.6 Research topic:  ship wakes
3.1 Reflections, 3.2 Modes, 3.3 Mode orthogonality, 3.4 Modal superposition, 3.5 Lab session: waves and modes, 3.6 Research topic : shocks in bars
4.1 Beam modes, 4.2 Sloshing modes, 4.3 Acoustic modes, 4.4 Modes of structures, 4.5  Lab session: moving a building, 4.6 Research topic: new loudspeakers
5.1 The oscillator equation, 5.2 The general solution, 5.3 A free oscillator, 5.4  A forced oscillator, 5.5 A damped free oscillator, 5.6 A damped forced oscillator, 5.7 Random excitations, 5.8 Research topic: vibrations in plants
6.1 Dynamics using modes, 6.2 Modal truncation, 6.3 Beam dynamics, 6.4  Lab session :  frequencies and dampings, 6.5 Research topic : fluid-structure interaction, 6.6 Final video
Course: HPE Aruba Networking Security Basics
Modules:
Introduction, Malware, Viruses, MITM, ARP Passwords, Lab 1, Regulations, OOBM, Remote Authentication, Securing Protocols, Physical Security NTP, DHCP Snooping ARP Protection, Lab 2 Task 1, Lab 2 Task 2, Lab 2 Task 3
Introduction, FIPS Administrative Access, Harden Services, Lab 3 Task 1, Lab 3 Task 2, Lab 3 Task 3, Lab 3 Task 4, Symmetric Encryption, Hashing, DH Algorithms, Assymetric Encryption, OKI, Chain of Trust, Authentication Methods, Lab 4 Task 1, Lab 4 Task 2, Lab 5 Introduction, Lab 5 Task 1-3, Lab 5 Task 3-4, Conclusion
Course: Gemini for DevOps Engineers - 简体中文
Modules:
全新推出适用于 DevOps 工程师的 Gemini, 借助 Gemini 轻松开发微服务
Course: Next-Generation Firewalls and Intrusion Prevention
Modules:
Welcome
Exploring Firewall Evolution: From Traditional to Next-Generation, Real-World Applications of Next-Generation Firewalls, Principles of Firewall Configuration, Creating Advanced Policies
Defining Instrusion Prevention Systems and How Intrusion Prevention Systems Improve Your Network, Comparing Detection Methods: Signature-Based vs Anomaly-Based, Principles of Intrusion Prevention System Configuration, Creating Effective IPS Rules
Reading and Responding to Output, Identify Potential Security Risks, Effective Response to Identified Threats, Principles of Effective Network Monitoring, Developing an Ongoing Threat Response Strategy, Best Practices for Network Security Hygiene, Thank you
Course: Introdução à Economia do Trabalho: Teorias e Políticas
Modules:
Introdução ao Curso, Aula 1, Aula 2
Aula 3, Aula 4, Aula 5, Aula 6, Aula 7, Aula 8
Aula 9, Aula 10, Aula 11, Aula 12
Aula 13, Aula 14, Aula 15, Aula 16, Aula 17, Aula 18
Aula 19, Aula 20
Course: Advanced Java
Modules:
Welcome to Advanced Java, Lecture 1: Introduction to Servlets and JSP, Lecture 2: Handling HTTP Requests and Responses with Servlets, Lecture 3: Creating Dynamic Web Pages using JSP, Demo: Hello World Application
Lecture 1: Maven: Define, Build, and Practice, Lab Walkthrough: Build a Maven Project, Lecture 2: Dependency Injection, Demo: Dependency Injection, Lecture 3: Using Spring Initializer Web Application, Demo: Using Spring Initializer, Lecture 4: The application.properties File, Lecture 5: Using Annotations, Lecture 6: RESTful Web Services with Spring Boot, Demo Part 1: RESTful Web Services with Spring Boot, Demo Part 2: RESTful Web Services with Spring Boot, Demo part 3: RESTful Web Services with Spring Boot, Lecture 7: Performing CRUD Operations using Postman, Demo: Performing CRUD Operations using Postman
Lecture 1: Microservice Architecture, Lecture 2: Comparing Microservices with Monolithic Application Development, Lecture 3: Building Microservices using Spring Boot, Lecture 4: Spring Cloud, Demo: Part 1: Implement Spring Cloud (Netflix Eureka), Demo Part 2: Implement Spring Cloud (Netflix Eureka), Demo Part 3: Implement Spring Cloud (Netflix Eureka)
Course: Getting Started with Google Kubernetes Engine - Français
Modules:
Présentation du cours
Introduction, Le cloud computing et Google Cloud, Offres de calcul de Google Cloud, Le réseau Google, Gestion des ressources, Facturation, Interagir avec Google Cloud, Présentation de l'atelier : Accéder à la console Cloud et à Cloud Shell, Coursera : Premiers pas avec Google Cloud Platform et Qwiklabs
Introduction, Conteneurs, Images de conteneur, Présentation de l'atelier : Utiliser Cloud Build, Kubernetes, Google Kubernetes Engine
Introduction, Concepts Kubernetes, Composants de Kubernetes, GKE Autopilot et GKE Standard, Gestion d'objets, Présentation de l'atelier : Déployer des clusters GKE Autopilot
Introducción, El comando de kubectl, Introspección, Introducción al lab: Cómo implementar clústeres de GKE Autopilot desde Cloud Shell
Résumé du cours
Course: Mind of the Universe: Science in Progress
Modules:
Boggling the imagination, Assignment 1a: get inspired by the research questions of the Mind of the Universe-scientists
Keep your mind open, Assignment 2a: How do the Mind of the Universe scientists keep their mind open?, The Bridge Riddle, Solution to the Bridge Riddle
Interdisciplinarity, Assignment 3a: The Mind of the Universe-scientists and the role of interdisciplinarity
Congratulations!
Course: Nuts and Bolts of U.S. Immigration Law
Modules:
Introduction: Welcome to the Course, Disclaimer and Legal Framework, Entering Short Term, Student Visas, Work Visas, Humanitarian Visas, Summary
Introduction to Module 2, Permanent Residency, Family & Self Sponsorship, Employer Sponsorship, Special Immigrants, Asylum, Diversity Visa Program
Introduction to Module 3, Inadmissible Aliens - Part 1, Inadmissible Aliens - Part 2, Inadmissible Aliens - Part 3, Waivers, Deportation - Part 1, Deportation - Part 2, Cancellation of Removal
Introduction to Module 4, Introduction to Citizenship - Part 1, Introduction to Citizenship - Part 2, Introduction to Citizenship - Part 3, Conclusion to Module 4, Conclusion
Course: Negotiating Learner Differences: Towards Productive Diversity in Learning
Modules:
Overview, Course Introduction, Learner Identities, Human Movement, Nation Building and the Dynamics of Diversity, Productive Diversity, Meeting the Challenge of the New Xenophobia
Preconceptions that Students and Teachers Bring to the School, Changing US Demographics, Challenges Moving Forward, Social and Educational Benefits of Diversity, Segregation: A Persisting Concern, Desegregation vs Intergration, Patterns of Desegregation, Processes of Resegregation, School Segregation and Educational Opportunities, Segregation, Teacher Quality, Test Results and Social Mobility, Introduction to the Issues of Learner Differences, Categorical Differences, Negotiating Categorical Differences, Differences in Practice: the Roma Example, Problems with the Categories of Difference, Lifeworld Differences
School in Colonial Virginia, The School in Colonial Massachusetts, The School in Colonial North and South Carolina, Thomas Jefferson and Schools After the American Revolution, Benjamin Rush and Noah Webster on the Role of Schools in Society, First Federal Initiatives in Public Education, Chronology of Public Schooling in the US, Historical Exclusions to Citizenship, Arguing for Public Schooling and Social Equality, Framing Asian Americans, The Japanese-American Internment Experience, The Model Minority Myth, Supporting Academic Achievement
Postcolonial Theory: A Personal View, Rethinking Center/Periphery, Postcolonial Aesthetics in Theory, Practices of Postcolonial Aesthetics (1), Practices of Postcolonial Aesthetics (2), Educational Implications of Postcolonialism, The Responsibilities of Educators, The Inclusive School
Course: 电磁学下——恒磁场与时变电磁场
Modules:
1.11奥斯特实验, 1.12一系列相关的研究课题, 1.13安培的四个示零实验, 1.14安培定律, 1.21毕奥-萨筏尔定律、磁感应强度, 1.22载流回路的磁场1, 1.23载流回路的磁场2, 1.24载流回路的磁场3, 1.31安培环路定理及其应用, 1.32无限长螺线管的磁场, 1.33螺绕环的磁场, 1.34磁高斯定理、磁矢势
2.11安培力, 2.12磁力矩, 2.13洛伦兹力, 2.21带电粒子在电磁场中的运动, 2.22荷质比及磁聚焦, 2.23回旋加速器, 2.24等离子体磁约束, 2.25经典霍尔效应
3.11磁介质的磁化, 3.12分子电流观点与磁荷观点, 3.13磁化的描绘-磁化电流, 3.14磁化强度与磁化电流的关系, 3.15磁介质表面的磁化电流, 3.16求磁化电流例题, 3.21有磁介质时的磁场规律, 3.22例题, 3.23各种磁介质, 3.24抗磁质磁化机制, 3.31铁磁质磁化曲线, 3.32铁磁质磁化微观机制、分类及应用, 3.33不同物质界面的边界条件
4.11法拉第定律, 4.12动生电动势, 4.13涡流及感生电动势, 4.14涡旋电场, 4.15电磁感应例题, 4.16电子感应加速器, 4.21自感电动势, 4.22互感电动势, 4.23自感、互感磁能, 4.24磁场能量和能量密度, 4.31暂态过程、准恒条件, 4.32暂态电路
5.11交流电概述, 5.12简谐交流电的特征量, 5.13交流电元件, 5.21简单电路—矢量图解, 5.22矢量图解例题, 5.23复数解法, 5.24交流串联电路的应用, 5.25复数基尔霍夫定律, 5.31串联谐振, 5.32Q值的三种物理意义, 5.33并联谐振, 5.34交流电功率, 5.35功率因素, 5.36提高功率因数的意义和方法
6.11讲座之一：早期的电磁理论, 6.12讲座之二：类比和数学理论的作用, 6.13讲座之三：论法拉第力线, 6.14讲座之四：从物理力线到电磁场理论, 6.21电磁场实验定律的总结与推广, 6.22位移电流, 6.23位移电流的例题, 6.24麦克斯韦方程组及边界条件, 6.31电磁波的波动方程, 6.32电磁波的速度, 6.33E和H的关系, 6.41电磁场的能流密度和动量, 6.42关于能流密度的例题, 6.43关于电磁波的讨论, 6.44赫兹实验及电磁波传播机制, 6.45电磁辐射及电磁波谱
电磁学下结业试题(Final Exam)
Course: La gestión en la empresa familiar
Modules:
Introducción de Pf. Alberto Gimeno al programa, Evolución de enfoques de la gestión en EF
Teoría de sistemas, Gestión estructural, Complejidad de la familia, Complejidad de la empresa, Desarrollo de la estructura
Institucionalización, Consejo de familia, Protocolo, Consejo de administración, Comité de Dirección
Reconocimiento de la propiedad, Diferenciación laboral y legitimación de la exigencia, Qué es la profesionalización, Niveles de profesionalización, Errores en la profesionalización
Diada, Tríada, Conversaciones difíciles, Poder, Liderazgo, Sucesión en la gestión, Sucesión en la propiedad
Proyecto final: Autodiagnóstico FBK
Course: Perform data science with Azure Databricks
Modules:
Introduction to the course, Explain Azure Databricks, Lesson summary, Lesson introduction, Understand the architecture of Azure Databricks Spark cluster, Understand the architecture of spark job, Lesson summary
Lesson introduction, Lesson summary, Lesson introduction, Lesson summary
Describe the open source Delta Lake, Lesson summary, Lesson introduction, Lesson summary
Lesson introduction, Lesson summary, Lesson introduction, Lesson summary
Lesson introduction, Lesson summary, Lesson introduction, Lesson summary
Lesson introduction, Lesson summary, Lesson introduction, Lesson summary, Congratulations
Course: Async JavaScript
Modules:
Async JavaScript Quiz
Course: Unravelling solutions for Future Food problems
Modules:
Welcome to this course!, Introducing the theme - Food Shortage, Production limiting factors, Vulnerability to famines
The role of genetics in dealing with the environment, Control of disease and spoilage in plants, Disease control in animals: Animal health, Learning from nature
Introducing the theme - Healthy choices, Functionality of foods and dietary patterns, Early life nutrition, Interface gastrointestinal tract (GIT) and microbiotica, Food allergy, Obesity
Introducing food related behavior, Psychological determinants of (un)healthy eating, Economic/environmental determinants of (un)healthy eating, Interventions aimed at individuals (Voedingscentrum), Interventions aimed at individuals, Interventions aimed at the environment, Political/economical interventions
Closure
Course: Foundations of marketing analytics
Modules:
Foundations of Marketing Analytics, Setting up the environment and exploring the data (recital)
Introduction, Hierarchical segmentation, Selecting the "right" number of segments, Segmentation variables, Recency, frequency, and monetary value, Computing recency, frequency and monetary value with R (Recital 1), Data transformation, Preparing and transforming your data in R (Recital 2), Running a hierarchical segmentation in R (Recital 3)
Limitations of statistical segmentation, Developing a managerial segmentation, Coding a managerial segmentation in R (Recital 1), Describing segments, Segmenting a database retrospectively in R (Recital 2), Segments and revenue generation, R tutorial (Recital 3)
Can Target predict a customer is pregnant?, What you need to develop a scoring model, Calibration data and statistical model, Building a predictive model in R (Recital)
What is customer lifetime value and why it matters, Transition probabilities and transition matrix, How to compute a transition matrix in R (Recital 1), Using the transition matrix to estimate how customers will evolve, Using the transition matrix to make predictions in R (Recital 2), Assigning and discounting revenue, Computing customer lifetime value in R (Recital 3)
Course: Create Image Captioning Models - 繁體中文
Modules:
建立圖像說明生成模型：總覽, 建立圖像說明生成模型：研究室逐步操作說明
Course: Noun Clauses and Conditionals
Modules:
Course Introduction, Meet Your Teachers, Week 1 Introduction, Introduction to Noun Clauses, Noun Clauses with Question Words, Noun Clauses with "If" and "Whether", Noun Clauses with "That"
Week 2 Introduction, Reported Speech Part 1, Reported Speech Part 2, Reducing Noun Clauses to Infinitives Part 1, Reducing Noun Clauses to Infinitives Part 2, Reducing Noun Clauses to Infinitives Part 3, Reducing Noun Clauses to Gerunds Part 1, Reducing Noun Clauses to Gerunds Part 2
Week 3 Introduction, "Ever" Words, Real Conditionals in the Present and Future, Real Conditionals Review, Other Ways to Express Condition Part 1, Other Ways to Express Condition Part 2, Wishes
Week 4 Introduction, Unreal in the Present, Unreal in the Past, Mixed Conditionals, Omitting If
Course: Valuation & Strategic Finance
Modules:
Why evaluate companies?, Fundamental Valuation Concepts, Company Reports
Phillip Fisher's Fifteen Points of what to buy part I, Phillip Fisher's Fifteen Points of what to buy part II, Porter Five Forces, Competition and benchmark analysis
Growth Study, Drivers and Risks, Financial Ratios
Investments, cashflows and debt, Sensitive and scenario analysis
Mock-up company and premises discussion, Practical Exemple I, Practical Exemple II, Recording of Live Session - Valuation & Strategic Finance on 22-10-27 20:16:13 [20:40]
Course: Managing as a Coach
Modules:
Course Overview, Module 1 Overview, Manager as Coach Defined, Manager as Leader Defined, Manager as Manager Defined, Manager as Mentor Defined, Manager as Trainer Defined, Roles Compared
Module 2 Overview, Influences on the Manager Role, Why Do We Need Managers?, Coaching and the Manager Role, Why Managers Don't Coach
Module 3 Overview, Facts vs. Stories, Values Influencing You, Manager's Point of View, Managing and Your Point of View, Point of View and Belief Systems, Thought Model Part 1: Circumstances, Thoughts, and Feelings, Thought Model Part 2: Actions and Results, Differences Between Your Thoughts and the Facts
Peer Review Introduction, Tips for Giving Feedback, Course Summary
Course: Construction of Precast System
Modules:
About the Specialization, About the Course, Introduction and Types, Process, Production-Design and Shop Drawings - Part 1, Production-Design and Shop Drawings - Part 2, Checklists, Mould, Mould-Good practice, Casting, Types of Casting - Part 1, Types of Casting - Part 2, Concreting, Curing- Part 1, Curing - Part 2, Demoulding and Inspection
Storage, Delivery, Handling, Handling Equipment's, Handling and Lifting devices- Part 1, Handling and Lifting devices- Part 2, Installation-Erection - Part 1, Installation-Erection - Part 2, Installation of Horizontal components, Installation of Vertical components, Installation of Special Elements, Quality Inspection and Tolerance
Testing requirements, Water tightness, Temporary supports, MEP related preventive measures, Progressive Collapse-Introduction, Common defects and remedies Part 1, Common defects and remedies Part 2, Common defects and remedies Part 3
Introduction, Geometric parameters and Occupancy, Location and Associated Parameters, System and Material Specifications, Requirements, Analysis tools and Multiple Teams, Gravity loads, Lateral Loads-Seismic, Seismic Parameter's, Lateral Loads-Wind, Load combinations
Course: Precalculus: Relations and Functions
Modules:
Function Basics, Graphing Websites, Common Functions
Equations of Lines, Quadratic Functions, Function Composition, Inverse Functions, Graphs of Inverse Functions
Exponential Functions, Logarithmic Functions, The Natural Logarithm
Properties of Logarithms
Course: Django Features and Libraries
Modules:
Welcome to the Course, Cookies and Sessions, Django Sessions, Face to Face Office Hours: Seoul, Korea
Creating and Managing Users in Django, Login and Logout URLs in Django, Using Django Login in Views, Face-To-Face Office Hours: Houston, Texas
Using Django Forms Capabilities, Data Validation with Django Forms, Walkthrough: Samples - Autos, Face to Face Office Hours: Den Haag, NL
One-to-Many Models Overview, Removing Replication in One-to-Many Models, Storing Primary and Foreign Keys in a Database, Representing One-To-Many Models in Django, Using the Django Shell to Explore One-to-Many Models, Loading One-to-Many Data using a Django Batch Script, Face to Face Office Hours: Portland, OR
Owned Rows in Django - Overview, Owned Rows in Django - Generic Views Review, Owned Rows in Django - owner.py, Walkthrough: DJ4E Crispy Forms, Walkthrough: DJ4E My Articles (myarts) Sample Code, Walkthrough: DJ4E Bootstrap Menu (menu) Sample Code, Face-to-Face Office Hours: Seattle, WA, Face-to-Face Office Hours: Perth, Australia
Many-to-Many Overview, A Simple Many-To-Many Example in Django, Many-To-Many Data Models for Courses and Membership, Building a Django Batch Script to Load Data from CSV, Face to Face Office Hours, Bletchley Park, UK, Dr. Chuck pretends he has a show on the Travel Channel
Course: Writing in First Person Point of View
Modules:
Developing Trust with the Reader, What's Important?, Intimacy and Formality, Narrator's Perspective
Theme and Chronology, Where to Begin, Momentum, Sequence and Conflict
Making It Happen, Language and Resonance, Using Humor and Self-Effacement, A Conversation with Amy Bloom about Dialogue
Concept and Storytelling, Understatement, Discovery and Insight
Course: Introduction to Generative AI Studio - 简体中文
Modules:
Vertex AI Studio 简介, Coursera：Google Cloud Platform 和 Qwiklabs 使用入门
Course: Introduction to Blockchain
Modules:
Introduction of Blockchain, Mechanism of Blockchain, Applications of Blockchain(1), Applications of Blockchain(2)
Introduction of Bitcoin, Characteristics of Bitcoin, Bitcoin Mining, Introduction of Ethereum, Characteristics of Ethereum
Public & Private Blockchain, EOS, Hyperledger Fabric, ICON
Distributed Consensus, Proof of Work, Proof of Stake, BFT & PBFT
Token Economy, ERC Standard, Stablecoin, CBDC
Wallet, Cryptocurrency Exchange, ICO, IEO, STO, IDO, DeFi
Final exam
Course: Get Started with Messaging & Collaboration Apps: Teams/Zoom
Modules:
Course Overview, Specialization Overview, The Basics of Messaging and Collaboration Apps, Using Messaging and Collaboration Application Fundamentals, Best Practice Etiquette for Messaging and Meetings, Basics of Zoom
Working with Channels and Teams, Using Chat in Teams, Making and Answering Calls in Teams, Creating and Attending Teams Meetings
Course Summary & Next Steps
Course: ІТ-безпека: захист від цифрового кібершахрайства
Modules:
Огляд курсу, Тріада CIA, Важливі умови безпеки, Шкідливе програмне забезпечення, Продовження розмови про зловмисне програмне забезпечення, Мережеві атаки, Відмова в обслуговуванні, Атаки на боці клієнта, Парольні атаки, Оманливі атаки
Криптографія, Шифрування із симетричними ключами, Алгоритми шифрування із симетричними ключами, Роб: "Робота інженера з безпеки", Шифрування з асиметричними ключами, Шифрування із симетричними ключами. Частина 2, Алгоритми шифрування з асиметричними ключами, Хешування, Алгоритми хешування, Алгоритми хешування (продовження), Інфраструктура загальнодоступних ключів, Сертифікати, Криптографія в дії, Захист мережевого трафіку, Апаратне забезпечення для криптографії, Відхилення
Рекомендації щодо автентифікації, Багатофакторна автентифікація, Способи багатофакторної автентифікації, Сертифікати. Частина 2, Протокол RADIUS, Протокол Kerberos, Протокол TACACS+, Система єдиного входу, Роб: "Мій шлях в IT", Способи авторизації і контролю доступу, Контроль доступу, Список контролю доступу, Відстеження використання й доступу, Роб: "Важливі навички в галузі безпеки"
Рекомендації щодо посилення захисту системи, Апаратне посилення захисту мережі, Програмне посилення захисту мережі, Джо: "Моя особиста перешкода", Шифрування WEP і чому його не слід використовувати, Позбудьмося WEP!, WPA2, Посилення захисту бездротової мережі, Хезер: "Вплив соціальної інженерії", Аналіз мережі, Wireshark і tcpdump, Системи виявлення вторгнень і запобігання їм
Огляд поглибленого захисту, Вимкнення непотрібних компонентів, Брандмауер на вузлі, Ведення журналів і аудит, Захист від шкідливого програмного забезпечення, Шифрування диска, Хезер: "Самостійне навчання – ключ до успіху", Управління виправленнями програмного забезпечення, Правила для додатків
Безпекові цілі, Вимірювання й оцінка ризиків, Політика конфіденційності, Звички користувачів, Сторонні постачальники засобів безпеки, Тренінги з безпеки, Алекс: "Якості кандидата на посаду в галузі IT", Звіти про інциденти і їх аналіз, Відповідь на інциденти й відновлення, Безпека й конфіденційність на мобільних пристроях, Амір: "Підказки для співбесіди", Арі: "Підказки для співбесіди", Співбесіда в ролях: безпека, Фінальне оцінювання, Ви це зробили, Вітання!
Як адаптувати резюме для служби IT-підтримки, Пошук власного шляху й ідеальної посади, Просування персонального бренду, Рекрутери, хедхантери й кадрові агентства, Як написати супровідний лист, Початок роботи з LinkedIn, Створення короткої презентації, Як ставити запитання на співбесіді, Як користуватись інструментом "Підготовка до співбесіди", Обговорення умов трудового договору до його укладення, Синдром самозванця, Поради щодо роботи з дому, Емоційне вигорання, Як створити план кар’єрного розвитку, Підвищення на посаді, Суміжні технічні спеціальності, Соціально-емоційні навички, Соціокультурне різноманіття, інклюзивність і упередження, Розвинуті комунікативні навички
Course: Advanced Understanding of Stocks and Bonds
Modules:
About This Specialization, 1.1 Sources of Risk in Bonds, 1.2 Recap Bonds
Notice for Auditing Learners: Assignment Submission, Note-Spreadsheets
3.1 Valuation: the Big Picture, 3.2 What is Growth?, 3.3 Good or Bad Growth?, 3.4 Recap Stocks
Note-Formulae
Course: Generative AI with Large Language Models
Modules:
Course Introduction, Introduction - Week 1, Generative AI & LLMs, LLM use cases and tasks, Text generation before transformers, Transformers architecture, Generating text with transformers, Prompting and prompt engineering, Generative configuration, Generative AI project lifecycle, Introduction to AWS labs, Lab 1 walkthrough, Pre-training large language models, Computational challenges of training LLMs, Optional video: Efficient multi-GPU compute strategies, Scaling laws and compute-optimal models, Pre-training for domain adaptation
Introduction - Week 2, Instruction fine-tuning, Fine-tuning on a single task, Multi-task instruction fine-tuning, Model evaluation, Benchmarks, Parameter efficient fine-tuning (PEFT), PEFT techniques 1: LoRA, PEFT techniques 2: Soft prompts, Lab 2 walkthrough
Introduction - Week 3, Aligning models with human values, Reinforcement learning from human feedback (RLHF), RLHF: Obtaining feedback from humans, RLHF: Reward model, RLHF: Fine-tuning with reinforcement learning, Optional video: Proximal policy optimization, RLHF: Reward hacking, Scaling human feedback, Lab 3 walkthrough, Model optimizations for deployment, Generative AI Project Lifecycle Cheat Sheet, Using the LLM in applications, Interacting with external applications, Helping LLMs reason and plan with chain-of-thought, Program-aided language models (PAL), ReAct: Combining reasoning and action, LLM application architectures, Optional video: AWS Sagemaker JumpStart, Responsible AI, Course conclusion