dipopotamus/custom_instruct_coursera_course_module_list huggingface dataset:
Course: Enjoyable Econometrics
Modules:
Introduction to Enjoyable Econometrics
Is 4 a lot? And the importance of an average, a standard deviation and the empirical distribution, Age, football and gender gap, Do home teams get more penalty kicks than away teams?, Does the relative age effect in football exist?, For which countries is the gender gap the smallest and the largest?, The wine example: properties across variables
Prices and quantities of Spanish postage stamps, Do soccer teams score lesser goals in an away match without their supporters?, Has the performance of the Dutch Formula 1 driver Max Verstappen improved over the recent years?, Test your knowledge
Are the Olympic Games running out of budget less then before?, What was the inflation in Suriname in the nineteenth century?, Are train crossings getting safer?
Can we retrieve inflation rates when data are missing?, Can we predict the Color of the Year?, Money and World Cup football: where will it end?
How volatile was inflation in the early modern period?, Did we hear more from a Central Bank president during the 2008 crisis?, Are there kids’ rights’ clubs of countries with similar performance?
Course: Non-Alcoholic Fatty Liver Disease – The Essentials
Modules:
The Liver – Our Most Important Organ, Anatomy and Function of the Liver, The Liver and Bile Acids, The Liver Controls Body Metabolism, Introduction to NAFLD
Epidemiology, Nutrients and Insulin Resistance, Genetics
Pathophysiology, The Multiple-Hit Hypothesis, Impact on Liver Function
Diagnostics  – The Basic Terms, Blood Tests and Imaging, Histology, Mass-Spectrometry Based Diagnostics and Other Omics Technologies, Mass-Spectrometry Based Proteomics, Ultrasound, Liver Biopsy, Transjugular Liver Biopsy, Diagnostic and Therapeutic Paracenthesis, Assessment of Hepatic Encephalopathy
Life-Style Interventions, Exercise Your Liver, Patient Relevant Outcomes, Pharmacological Treatment
NASH Cirrhosis, Complications to NASH Cirrhosis, NAFLD and Type 2 Diabetes, What We Learned
Course: Medir y optimizar campañas de marketing en redes sociales
Modules:
Introducción al Certificado de profesional del marketing en redes sociales de Facebook, Introducción al curso Medir y optimizar campañas de marketing en redes sociales, Presentación de Anke Audenaert, Carreras en marketing digital, Evaluar los resultados de marketing en función de los objetivos: Presentación, Alinear las métricas con los objetivos de marketing comunes, Datos e informes para evaluar el rendimiento, Entender el ROAS y el ROI, Entender el costo por resultado, Entender el valor de vida del cliente, Ejemplo de ROAS y ROI, Ejemplo de costo por resultado, Ejemplo de valor de tiempo de vida del cliente, Evaluar los resultados de marketing en función de los objetivos: Conclusión
Medir la efectividad de los anuncios: Presentación, ¿Qué son los experimentos?, Uso de experimentos para medir la efectividad de los anuncios, Experimentos para medir la efectividad de los anuncios en Facebook, Crear una prueba de encuesta de marca y una prueba de exclusión, Interpretar los resultados de las pruebas de encuestas de marca y de exclusión, Medir la efectividad de los anuncios: Conclusión
Optimizar las campañas publicitarias con pruebas A/B: Presentación, Configurar una prueba A/B, Interpretar los resultados de una prueba A/B, Medir en distintos canales mediante Modelos de marketing mix, Medir en distintos canales mediante atribución, Desafíos al medir en distintos canales, Optimizar las campañas publicitarias: Conclusión
Presentar los resultados de la campaña, Presentar los resultados de la campaña (Aplicado), Contar una historia clara con datos, Comunicar en una presentación, Ejemplo: M Fresh Flowers, Comunicar los resultados de tus acciones de marketing: Conclusión, ¡Felicitaciones!
Course: Brand Management: Strategies for a Strong Brand
Modules:
Meet Your Instructor, Brand Positioning and Architecture, Brand Extensions and Diversification, Leveraging Technology in Brand Management, Integrated Marketing Communications, Building Brand Advocacy and Loyalty, Customer Based Brand Equity: CBBE Model, Measuring Brand Equity, Social Media Sentiment Analysis, The Role of Brand Associations and Brand Equity, Leveraging Brand Equity for Market Expansion, What is Emotional Branding?, Content Marketing and Storytelling Platforms, Influencer Marketing, Interactive Brand Experiences (Apple, Airbnb), User Generated Content (UGC), Innovation Strategies for Brand Growth, Sustainable Branding Initiatives, Co-Creation and Collaborative Innovation, Innovation Management Platforms, Brand Governance Frameworks, Digital Asset Management (DAM) Solutions, Global Brand Consistency, Enforcing Brand Guidelines, Brand Compliance and Audits, Conclusion
Course: Landing.AI for Beginners: Build Data Visualization AI Models
Modules:
Project Introduciton, Explore LandingLens and Start a Visual Prompting Project, Build and Enhance a Visual Prompting Model, Deploy the Visual Prompting Model on Cloud, Build an Object Detection Model, Build a Segmentation Model, Build a Classification Model, Cumulative Activity
Course: Power Pivot Fundamentals
Modules:
Introduction to Power Pivot, Course Objectives, Downloadable Files, Installing Power Pivot
Module Introduction, Tables in Our Data Model, Database Normalization, Fact and Dimension Recap, Opening the Starter File, Importing Data into Power Pivot, Power Pivot Overview, Create a Basic Pivot Table, Create a Relationship in Power Pivot, Types of Relationships, Power Pivot Table Review, Insert a Slicer
Chapter Introduction - Basic DAX Measures, Opening and Refreshing the Partially Completed Course File, Two Common Problems When Refreshing Data, Creating an Explicit Measure, Hiding Columns from the Excel View, Creating a Calculated Column for Store Size, Updating the Dashboard and Slicer, Calculating Margin Dollars, Calculating Sales with SUMX, Comparing Methods of Creating Measures, Calculating Margin %, A Closer Look at DAX, More Examples of Context
Chapter Intro - Working with a Star Schema, The Star Schema, Copy a Pivot Table, Adding the Product Dimension, Add a Pivot Table for Brands, Format Measures, Managing Multiple Slicer Connections, The Datetime Dimension, Tidying the Diagram View, Creating a Pivot Chart, Creating a Slicer to Chart Connections, Removing Autosizing Based on Slicer Selections, Chart Formatting Overview, Changing the Sort Order of Months, Adding a Timeline, Setting up the Basics of the Store Performance Dashboard, Linking Slicers Between Report Pages, The Manager Dimension - Dealing with Duplicates, Load and Transform Data in Power Query, Load data from Power Query to Data Model, Setting up the Manager Pivot Table
From Numbers to Narratives, DAX % of Total, Best Practice for Naming Metrics, DAX Time Intelligence - SalesPY, DAX Time Intelligence - Sales Vs PY, Dashboard Consistency, Conditional Formatting in Pivot Tables, Create a KPI in Power Pivot, Modify KPI Icons in Power Pivot, Finishing Touches, Task - Finalize the Store Dashboard, Review - Pivot Table Layout, Review - Advanced Table Sort
Big Wings Competitor Analysis, Big Wings Dashboard Review
Course Summary
Course: Emprendimiento Corporativo
Modules:
La innovación ¿de qué estamos hablando?, De la innovación a emprendimiento corporativo
El emprendimiento corporativo y la estrategia, La cultura emprendedora en la empresa
Los actores del emprendimiento corporativo, ¿Cómo estructurar un programa de emprendimiento corporativo?
Organizaciones emprendedoras: de la idea a la práctica, Evaluando el Emprendimiento Corporativo
Course: Foundations of Software Testing and Validation
Modules:
Welcome to your course and its creator, The importance of software testing and key concepts, The Software Development Life Cycle (SDLC) and the role of testing, Test levels and test types, Functional and non-functional testing, Static testing techniques, Introduction to static code analysis tools
Dynamic testing techniques, Testing activities, Dynamic testing techniques recap, Test design techniques, Boundary Value Analysis (BVA), Compare and contrast BVA and EP, Software validation and quality assurance, Best practices for software validation and QA
Course: Sustainability Challenges for the Planet and Employers
Modules:
Course Learning Objectives, Accessing text-only transcripts
Practice the Job: Introduction
Practice the Job: Introduction
Knowledge Check
Practice the Job: Introduction
Final Course Assessment
Course: Generative AI and LLMs: Architecture and Data Preparation
Modules:
Course Introduction, Significance of Generative AI, Generative AI Architectures and Models, Generative AI for NLP
Tokenization, Overview of Data Loaders
Course: Genetic Epidemiology Foundations
Modules:
Course Introduction, Module 1 Introduction: What is Genetic Epidemiology?, Origins of Genetic Epidemiology, Legacies of these Origins and Scientific Rigor, Liability and Threshold Models: Introduction, Testing and an Example, Genetic Regulation of Gene Expression, Introduction, Methods, Methods Continued and Extension, Pleiotropy
Introduction to Population Genetics, Hardy-Weinberg Equilibrium Definition and Implications, HWE Testing and P-Values, HWE Testing Power, QQ Plots, and Multiple Tests, HW Departures and Population Structure, Genetic Drift I, Genetic Drift II, Population Structure I, Population Structure II, Inbreeding and Relatedness I, Inbreeding and Relatedness II, Inbreeding and Relatedness III, Linkage Disquilibrium I, Linkage Disquilibrium II, Linkage Disquilibrium III, Linkage Disquilibrium IV
Population Structure, Definition of Population Structure and Brief Overview of Human History, Factors the Influence Population Structure and Genetic Drift, Natural Selection, Examples of Population Structure in Modern Humans, Pima Example, Statistical Methods I: Structured Association and Genomic Control, Statistical Methods II: Principal Components Analysis, Statistical Methods III: LD Score Regression, Statistical Methods IV: Principal Components, Statistical Methods V: Mixed Models, Statistical Methods VI: Admixture Mapping
Basic Quality Control in Genetic Data, Motivation and Background, Introduction to Quality Control, QQplots: Part 1, QQplots: Part 2, Mendelian Inconsistency Checks, Population Structure: Part 1, Population Structure: Part 2, Genotype Imputation: Introduction, Genotype Imputation: The Details, Part 1, Genotype Imputation: The Details, Part 2
Population-Based Association Studies, Basic Measures: Part 1, Basic Measures: Part 2, Common Modeling Strategies: Part 1, Common Modeling Strategies: Part 2, Introduction to Multiple Testing: Part 1, Introduction to Multiple Testing: Part 2, Reproducibility: Part 1, Reproducibility: Part 2, Introduction to Genotype Imputation: Part 1, Introduction to Genotype Imputation: Part 2, Introduction to Meta-Analysis and Consortia: Part 1, Introduction to Meta-Analysis and Consortia: Part 2, Introduction to Meta-Analysis and Consortia: Part 3
Family-Based Designs, Overview, Familial Clustering, Twin Studies, Other Designs, Classical Methods, Modern Methods, Basics Part 1, Basics Part 2, Recombination and Mapping, Parametric Methods, Model-Free Methods, Overview Part 1, Overview Part 2, Types of Methods, Overview, Linkage, Association
Course: Building Applications with Eventarc on Google Cloud
Modules:
Course introduction
Module overview, Eventarc review, Comparing Eventarc and Pub/Sub, Eventarc use cases, Module summary
Module overview, Event providers, Event types, Event destinations, Module summary
Module overview, Eventarc setup, Securing Eventarc, Creating triggers, Coursera: Getting Started with Google Cloud Platform and Qwiklabs, Lab intro: Creating Eventarc triggers, Module summary
Module overview, Event receivers, CloudEvents, Building event receiver services, Lab intro: Building event receivers, Module summary
Course: Public Health Approaches to Abortion
Modules:
Introduction
Abortion terminology, Addressing common misconceptions, Reproductive health, rights, and justice approaches, A human rights approach, Clarifying values
Procedural and medication methods of abortion
US abortion policy, Doe v. Bolton in Georgia
Access in the US, The (in)ability to access abortion
Abortion stigma
Definitions and associated measures, Where does US abortion data come from?, Abortion trends, Abortion inequities
Determinants of maternal mortality, Pathways from abortion policy to maternal mortality, Defining the relationship between maternal mortality and abortion health outcomes
Conclusion
Course: Natural Attenuation of Groundwater Contaminants: New Paradigms, Technologies, and Applications
Modules:
Course Trailer, Course Overview, Course Navigation, Changing Paradigms for Groundwater Remediation, Active Remedation vs. MNA, History of MNA: Fuels, Solvents, Three Lines of Evidence, Key MNA Protocols, New Technologies, New Thinking about MNA, Three Key MNA Processes: 1) Degradation; 2) Storage; 3) Dilution
Requirements for Biodegradation, Thermodynamic Feasibility of Biodegradation, All About Electron Donors and Acceptors, Biodegradation Mechanisms: Chlorinated Solvents vs Hydrocarbons, Reactions at Interfaces and Sustained Treatment: Emerging Concepts, Biodegradation Kinetics: from Monod to First-Order Models, Mass Balance Type Calculations
Abiotic Degradation Principles, Which Minerals Degrade which Contaminants?, Reaction Models, Methods and Challenges for Documenting Abiotic Degradation, Other Abiotic Reactions: Hydrolysis, Application: Does Abiotic Degradation Explain Attenuation Observed at Field Site?
Matrix Diffusion Principles, Diffusion vs Dispersion, Matrix Diffusion in the Lab and Field, Matrix Diffusion Sampling, Groundwater Models for Matrix Diffusion, Degradation Processes Within Low-k Zones
Groundwater Flow Review, Darcy vs. Seepage Velocity, Attenuation Due to Mixing and Dispersion, Mass Flux/Mass Discharge Concepts for Estimating Dilution, Mass Flux/Mass Discharge Measurement Methods, Plume Magnitude Classification System/Mass Discharge Wrap Up
Types of Isotope Analysis and Sampling Techniques/Lab Analysis, Interpreting CSIA Data, Emerging Technologies with Isotopes: Pathways and Modeling, Demonstrating In-Situ Biodegradation, Molecular Evidence of Biodegradation, Stable Isotope Probing
High Resolution Characterization for MNA, Designing an MNA Monitoring Program, Monitoring Frequency, Trend Analysis, Monitoring Well Dynamics, Key MNA Calculations and Graphics
How Long, How Far? Key Questions for Modeling Tools, Fate and Transport Equations for MNA, Analytical Groundwater Models for MNA, Estimating Remediation Timeframes, MNA Lessons from "Big Data" Studies, Numerical Groundwater Computer Models and MNA
BioPIC: Bio Pathway Identification Criteria Screening Tool for MNA, Applicability of MNA for Different Contaminant Classes, Natural Source Zone Depletion (NSZD), Thermal Monitoring of Natural Source Zone Depletion (Thermal NSZD), Low Risk Sites, Transition Assessments, and MNA, Where MNA Might Go From Here
Course: Using Machine Learning in Trading and Finance
Modules:
Introduction to Course, Basic Trading Strategy Entries and Exits Endogenous Exogenous, Basic Trading Strategy Building a Trading Model, Advanced Concepts in Trading Strategies
Overview, Introduction to TensorFlow, TensorFlow API Hierarchy, Components of tensorflow Tensors and Variables, Getting Started with Google Cloud Platform and Qwiklabs, Lab Intro Writing low-level TensorFlow programs, Working in-memory and with files, Training on Large Datasets with tf.data API, Getting the data ready for model training, Embeddings, Lab Intro Manipulating data with TensorFlow Dataset API
Overview, Activation functions, Activation functions: Pitfalls to avoid in Backpropagation, Neural Networks with Keras Sequential API, Serving models in the cloud, Lab Intro : Keras Sequential API, Neural Networks with Keras Functional API, Regularization: The Basics, Regularization: L1, L2, and Early Stopping, Regularization: Dropout, Lab Intro: Keras Functional API, Recap
Introduction to Momentum Trading, Introduction to Hurst, Building a Momentum Trading Model, Define the Problem, Collect the Data, Creating Features, Split the Data, Selecting a Machine Learning Algorithm, Backtest on Unseen Data, Understanding the Code: Simple ML Strategies to Generate Trading Signal, Lab Intro: Momentum Trading, Momentum Trading Lab Solution
Introduction to Pair Trading, Picking Pairs, Picking Pairs with Clustering, How to implement a Pair Trading Strategy, Evaluate Results of a Pair Trade, Backtesting and Avoiding Overfitting, Next Steps: Improvements to your Pairs Strategy, Lab Intro: Pairs Trading, Lab Solution: Pairs Trading, Kalman Filter Introduction, Kalman Filter Trading Applications
Course: CUDA Advanced Libraries
Modules:
GPU Programming Specialization Video, Course Expectations Video, Coursera Lab and Assignment Overview, GPU Specialization Capstone Project Video
cuFFT Performance and Features Video, cuFFT Syntax Video, cuFFT Data Types Video, cuFFT Image/Video Processing Video, cuFFT Audio/Signals Processing Video, cuFFT Lab and Assignment Overview Video
Introduction to Linear Algebra Video, cuBLAS Syntax Video, cuSOLVER Syntax Video, cuSPARSE Syntax Video, nvBLAS Syntax Video, CUDA Linear Algebra Lab and Assignment Overview Video
Thrust Vector Syntax Video, Thrust Vector Iterator Video, Functional Programming Video, Thrust Data Transformation Video, Thrust Data Reduction Video, Thrust Data Reorder and Sorting Video, Thrust Lab and Assignment Overview
Introduction to Neural Networks, cuDNN Syntax Video, cuTensor Syntax Part 1 Video, cuTensor Syntax Part 2 Video, Lab Activity Overview Video, Capstone Project Video
Course: Programación Orientada a Objetos con Java
Modules:
Bienvenida al curso, El origen de la POO, Ejemplo práctico
Comenzando la segunda semana, Responsabilidades de las clases, Relaciones entre objetos I, Creación de objetos. Los constructores en Java, Ejemplos prácticos de sobrecarga
Resumen de lo visto y lo que veremos, Introducción a herencia, Los modificadores de visibilidad, Ejemplo práctico de herencia, Revisitando arreglos: el comportamiento heredado en acción
Resumen de lo visto y lo que veremos, Contratos, Polimorfismo en la práctica
Course: Digital Media for Health Outcomes, English
Modules:
Introduction, What This Course Is and Is Not, Behavioral Insights as a Foundation, Understanding the Behavioral Drivers Model, Defining Behavioral Insights in Context, Learning from Insights: UNICEF Indonesia Example, Case Study: Ebola Response in Liberia, Module Summary
Module Introduction, Planning Your Campaign Strategy, Defining Your Target Audience, Audience Considerations, Resource Considerations, Introduction: Ad Council, Getting to the Brief, Aligning on Goals and Objectives, Developing an Integrated Strategic Brief, The 4 I's, Case Study: Lung Cancer Screening, Case Study (cont.): Campaign Results, Module Summary
Module Introduction, Creating Effective Health Messaging, Foundation of Complex Health Behaviors, Values Based Messaging, Protection Motivation, Combatting Misinformation and Myths, Nudges and Reminders, Effective Messengers, Case Study: Messaging Best Practices, Metaphors and Storytelling, Best Practices in Messaging Creative, Case Study: Creative Best Practices, Module Summary
Introduction, Key Considerations for Digital Media, Practical Tactics: Implementing Your Strategy, Metrics Should be Specific, Case Study: The Power of the Public Health Meme, All Things Meta, The Value of Pre-Testing, A/B Testing, Case Study: COVID-19 Vaccine Hesitancy, Module Summary
Module Introduction, Identifying Tangible Goals, Objectives, and KPIs, Metrics Review, Brand Lift Study, Case Study: Regaining Attention to Fight COVID-19, KAP and Participatory Evaluation, Study Design Review, Case Study: Promoting Equity in COVID-19 Vaccine Demand, Module Summary, Course Conclusion, Credits and Acknowledgement
Course: What’s Your Big Idea?
Modules:
Think About Your Big Idea, The Unexpected, Incongruities, Process Need, Industry and Market Structures, Demographics, Changes in Perception, and New Knowledge, Desh Deshpande: Introduction, Big Idea, and Advice to Himself, Jud Bowman: Introduction, Entrepreneurial Traits, and Challenges
Listen to Your Customers, The Importance of the Listening Phase, The Purpose of a Business, Setting Up Customer Meetings, Running Customer Meetings, Your Total Product, Listening to Suppliers, Conclusion, Jud Bowman: Cold-calling and Listening for a Customer's Problem, Desh Deshpande: Talking to Customers, Shazi Visram: Introduction and Listening to Customers
Plan Your Strategy, What is Strategy?, Porter's Five Forces, Bargaining Power of Buyers, Supplier Substitutes, and Rivalry, Conducting a SWOT Analysis, Strategic Positioning, Conclusion, Jud Bowman: Risk-Taking Behavior, Desh Deshpande: Planning Cascade Communications, Shazi Visram: Advice to Her Younger Self
Clarify Your Big Idea, Creating Fit & a Business Model, Introducing the Business Model Canvas, Customer Segments, Channels, Revenue Streams, Key Partnerships, Your Elevator Pitch, Conclusion, Jud Bowman: Avoiding Crisis Mode, Desh Deshpande: What is a Successful Elevator Pitch?, Shazi Visram: Control in Her Venture
Support Your Big Idea, Support is More Than Financing, Building Your Foundation and Beyond, Funding: For-Profits, How Much?, Conclusion, Jud Bowman: Control in His Ventures, Desh Deshpande: Solving Problems with Processes, Desh Deshpande and Jud Bowman: Assembling Teams, Shazi Visram: Disciplines to Avoid Crisis Mode
Iterate Your Big Idea, A Metaphor for the Entrepreneurial Life, The Entrepreneurial Lifecycle, MVP, Testing + Pivoting, Navigating Growth, Conclusion and What's Your Big Idea?, Jud Bowman: Control in His Ventures, Desh Deshpande: Constant Reinvention and Evaluating Decisions, Shazi Visram: A Hurdle
How to Change Privacy Settings on YouTube, How to Upload Videos to YouTube, How to Upload Video to Vimeo, Very Good Project: 18 pts, Good Project: 13 points, Insufficient Project: 3 points
Mark Katz: Pitching Challenges in the Arts, Alice Ammerman: Pitching Challenges in Food Systems, Jim Johnson: Pitching Aging & Demographic Changes, Matthew Rascoff: Pitching Problems in Higher Education, Steve Malik: Pitching Problems in Healthcare, Nancy Morrow Howell: Pitching Changes in Employment with Aging, Michael Sherraden: Pitching Universal Identification, Jeff Gordon: Pitching Problems in Childhood Undernutrition, Marcus Raichle: Challenges in Brain Development
Course: Relational database systems
Modules:
Components of information systems, Database concepts
Conceptual Design, Power Designer
Concepts of the logical design, From the conceptual model to the logical design
Physical modeling, Create and populate a database, DDL Sailors
Data Manipulation Language, SQL-Clauses, DML Sailors
Create transactions, Triggers, store procedures and cursors
Course: RF and millimeter-Wave Circuit Design
Modules:
Welcome to the RF Circuit Design Course, Introduction to Wireless Systems, Introduction to Design Labs, Introduction to Simulation with Qucs-S, Introduction to Octave as a processing tool for Qucs-s, Introduction to Time Domain Measurements, Introduction to RF Network Measurements
Path Loss, Design Challenges, Sensitivity, Selectivity and Distortion, Solution - Wireless System Analysis, Solution - RF Transceiver Design (calculation and validation)
Amplifiers Design, Amplifiers Topologies, Amplifiers Matching (LNA), Power Amplifiers, PA Matching, PA Design, PA Class A Example, Classification of Power Amplifiers, Solution - Single-ended Common Source Amplifier
Introduction to Mixers, Double Balanced Mixers, Image & Harmonics, Active and Passive Mixers, Solution - Double Balanced Mixer
Introduction to Oscillators, Tunable Oscillators, Oscillator Phase Noise, Breakdown Voltage and Buffering for Oscillators, Solution - Oscillators
Introduction to Synthesizers, PLL Frequency Synthesizer Types I and II, Solution - Synthesizers, Why It Still Doesn't Work!
Course: Neural Networks and Deep Learning
Modules:
Welcome, What is a Neural Network?, Supervised Learning with Neural Networks, Why is Deep Learning taking off?, About this Course, Geoffrey Hinton Interview
Binary Classification, Logistic Regression, Logistic Regression Cost Function, Gradient Descent, Derivatives, More Derivative Examples, Computation Graph, Derivatives with a Computation Graph, Logistic Regression Gradient Descent, Gradient Descent on m Examples, Vectorization, More Vectorization Examples, Vectorizing Logistic Regression, Vectorizing Logistic Regression's Gradient Output, Broadcasting in Python, A Note on Python/Numpy Vectors, Quick tour of Jupyter/iPython Notebooks, Explanation of Logistic Regression Cost Function (Optional), Pieter Abbeel Interview
Neural Networks Overview, Neural Network Representation, Computing a Neural Network's Output, Vectorizing Across Multiple Examples, Explanation for Vectorized Implementation, Activation Functions, Why do you need Non-Linear Activation Functions?, Derivatives of Activation Functions, Gradient Descent for Neural Networks, Backpropagation Intuition (Optional), Random Initialization, Ian Goodfellow Interview
Deep L-layer Neural Network, Forward Propagation in a Deep Network, Getting your Matrix Dimensions Right, Why Deep Representations?, Building Blocks of Deep Neural Networks, Forward and Backward Propagation, Parameters vs Hyperparameters, What does this have to do with the brain?
Course: Designing for User Experience
Modules:
Introduction to designing for user experience, The power of user research, The user research iceberg, Choosing the right user research method, From persona to plan: Building your user research strategy, From data to insights: Analyzing user research findings, The empathy gap, Building an empathy map, Why user research matters wrap up
Module introduction: User needs assessment, Transforming research data into user needs, The user needs compass, Analyzing user research findings with affinity diagramming, Transforming insights into user needs, How a UX case study reveals user needs, User needs assessment wrap up
Module introduction: Introduction to design ideation, Understanding the ideation process, Expert insights: Ideation techniques, The brainstorm bust, Facilitating successful ideation workshops, Brainstorming with mind maps, Exploring creative constraints in ideation, AI-powered user research with Edge CoPilot, AI for prototyping: How it can save you time, AI prompt engineering, Selecting the best ideas, Using PowerPoint to share your ideas, Select a presentation type, Build a presentation, Format text boxes, Insert shapes, Edit objects, Format objects, Group objects, Create a table, Format a table, Add Video to a presentation, Review compatibility and accessibility, Apply transitions, Create and manage sections, Modify slide masters and slide layouts, Add hyperlinks and action buttons, Design ideation wrap up
Module introduction: Introduction to storytelling in UX, The power of storytelling in UX design, From user journey to storyboard, Building a storyboard with Figma, Introduction to storyboarding and user flow diagrams, Real-world examples of storyboards, user flows, and journey maps, Creating effective storyboards, Best practices for storyboarding in UX design, Storyboarding success: A case study, Storyboarding wrap up
Module introduction: Introduction to information architecture, Information architecture in action, IA in Practice, Identifying user needs for IA, Conducting a content inventory, The power of card sorting, Card sorting in action, Designing effective navigation systems, Usability testing for IA, Information architecture wrap up, Designing for User Experience summary
Course: Design and Interpretation of Clinical Trials
Modules:
Welcome Video, Lecture 1A: Comparison Structure: Parallel, Crossover, and Group Allocation Designs, Lecture 1B: Extensions of the Parallel Design: Factorial and Large Simple Designs, Lecture 1C: Testing for Hypotheses Other than Superiority: Equivalency and Non-Inferiority Designs, Lecture 1D: Adaptive Design
Lecture 2A: Rationale for Randomization, Lecture 2B: Types of Schemes, Lecture 3: Masking
Lecture 4A: Outcomes: Definitions & Types, Lecture 4B: Influence on Design, Lecture 5A: Analysis by Assigned Treatment (Intention to Treat), Lecture 5B: Subgroup Analysis
Lecture 6A: Equipoise, IRBs, and HIPAA, Lecture 6B: Contemporary Ethical Issues
Lecture 7A: Reporting Results from Trials, Lecture 7B: CONSORT Guidelines, Lecture 7C: Evaluating Literature
Lecture 8A: Are Randomized Clinical Trials Still the Gold Standard?, Lecture 8B: High-Profile Cases, Wrap-Up Video
Course: Measure and Optimize Social Media Marketing Campaigns
Modules:
Introduction to the Meta Social Media Marketing Professional Certificate, Measure and Optimize Social Media Marketing Campaigns Course Introduction, Introduction to Anke Audenaert, Careers in Digital Marketing, Evaluate Your Marketing Results Against Goals Overview, Align metrics with common marketing goals, Data and Reports to Evaluate Performance, Understanding ROAS and ROI, Understanding Cost per Result, Understanding Customer Lifetime Value, ROAS and ROI Example, Cost per Result Example, Customer Lifetime Value Example, Evaluate Your Marketing Results Against Goals Conclusion
Measure Your Advertising Effectiveness Overview, What Are Experiments?, Using Experiments to Measure Advertising Effectiveness, Experiments to Measure Ad Effectiveness on Facebook, Creating a Brand Survey Test and a Holdout Test, Interpreting the Results of Brand Surveys and Holdout Tests, Measure Your Advertising Effectiveness Conclusion
Optimize Your Ad Campaigns with A/B Testing Overview, Set Up an A/B Test, Interpret Results of an A/B Test, Measuring Across Channels with Media Mix Models, Measuring Across Channels with Attribution, Challenges When Measuring Across Channels, Optimize Your Ad Campaigns Conclusion
Presenting Your Campaign Results, Presenting Your Campaign Results (Applied), Telling a Clear Story With Data, Communicating in a Presentation, Example: MFreshFlowers, Communicate Your Marketing Results Conclusion, Congratulations!, What's Next?
Course: Supply Chain Software Tools
Modules:
Welcome to supply chain data analyst professional certificate, Welcome to supply chain software tools, Technology emerging trends, Holistic supply chain platforms, Emerging trends: Forecasting, Emerging trends: Distribution and shipping, Emerging trends: Planning, Emerging trends: Demand, How analytics help with agility, Big data, Cloud services, Artificial intellegence
Welcome to supply chain software and technologies, Review inventory availability, Manage and control inventory movement, How to aggregate, organize, and utilize historical data, Inventory planning management, Introduction to planning tools, Build accurate plans and forecasts for planning, Scenario planning to assist with forecasting decision making and projects, Introduction to technology-based solutions, Cloud-based solutions, Advanced analytics, Introduction to data lakes
Welcome to AI capabilities in supply chain analytics, Introduction to cognitive technologies, AI-powered projections, AI capabilities in supply chain, How AI drives continual improvement and efficiencies, How AI optimizes transportation and logistics, How AI optimizes procurement, production, distribution and inventory plans, How AI reduces risk
Welcome to preparing for a job as a supply chain analyst, Building your profile, How to market yourself, Add a summary or objective, Identify your relevent work experience, Identify your key skills, Include your education, certifications, achievements, The importance of researching jobs, Key words, Searching for a job, Tailoring your resume based on job postings or job descriptions, How to apply for a job, Decide if a cover letter is needed, Application follow-up, Preparing for a job interview
Course: Desarrollo y Diseño de Videojuegos: Proyecto final
Modules:
Introducción al curso, Semana 1 introducción, (Concurso Samsung) Introducción al Gear VR, (Concurso Samsung) Instalación y Demo
Desarrollo en el módulo 2, (Concurso Samsung) Profiler y Stats de un juego
Desarrollo en el módulo 3, (Concurso Samsung) Framework en Unity para Gear VR, (Concurso Samsung) Guías de diseño para Gear VR
Desarrollo en el módulo 4
Desarrollo en el módulo 5
Desarrollo en el módulo 6
Desarrollo en el módulo 7
Desarrollo en la semana 8, Video de cierre
Course: An Overview of the U.S. Healthcare System
Modules:
Course Introduction, Meet Your Faculty: Gary Young, Module Introduction, How Much Do Americans Spend on Healthcare?, Financing American Healthcare, Drivers of Healthcare Spending, Part 1: Trends and Developments in the Health Insurance Marketplace, Part 2: Trends and Developments in the Health Insurance Marketplace
The Provider Landscape: Institutions, The Provider Landscape: Professionals, Innovation in Delivery Models
Mayo Clinic as an Accountable Care Organization, Consolidation Trends Among Providers, Forecasting the Impact of Healthcare Consolidation
Module Introduction, The Expanding Presence of Retail Healthcare, The Promise of Retail Healthcare, The Pitfalls of Retail Healthcare
Course: Publicidad
Modules:
Bienvenida al curso, El plan de marketing y las comunicaciones integradas, El posicionamiento simbólico
Introducción a la segunda semana, Estructura y elementos de un anuncio publicitario, El ciclo de vida publicitario
Introducción a la tercera semana, Identificación y selección de medios, Elementos del ecosistema digital
Introducción a la cuarta semana, Pasos del embudo de atracción, Planificación y gestión de contenidos en redes sociales
Course: Free Trade Agreements and Special Economic Zones
Modules:
Introduction to the module, An Overview of Free Trade Agreements, Benefits of FTAs, Rules of Origin, Documentation Requirements, Key takeaways
Introduction to the module, SEZ Overview and Key provisions - Part 1, SEZ Overview and Key provisions - Part 2, Interplay between SEZ and GST, Key issues in SEZ, Judicial interpretation & analysis, The DESH Bill, 2022, Key takeaways
Course: Troubles du spectre de l'autisme : interventions
Modules:
Bande-annonce du MOOC, Introduction, Présentation des différents modules, Introduction à l'intervention précoce, Les bases scientifiques de l'intervention précoce, Principes généraux de l'intervention précoce, Comment la pratique de l'intervention précoce a-t-elle évolué ?, Survol des approches, Principes de l'ABA, NDBIs, Introduction à l'ESDM, Interview de Sally Rogers, Structurer l'environnement, Systèmes de communication alternatifs ou augmentatifs, Conclusion du Module 1
Introduction au Module 2, Inclusion dans un milieu de la petite enfance, Le G-ESDM, Accompagnement des parents, Illustration d'un coaching parental, Expérience des parents en intervention précoce, Le CIPA à Genève, La visite au CIPA, La visite au CIPA continue, Cadre administratif et budgétaire, Les résultats de la recherche, Diffusion des pratiques d'intervention précoce, Conclusion générale sur l'intervention précoce
Présentation du Module 3, L'importance de l'intervention précoce, Lien avec le processus diagnostique, Spécificité des familles avec un deuxième enfant, Données de recherche sur les interventions auprès des bébés à risque, Interview sur la recherche auprès des bébés à risque, Spécificité du modèle genevois, Cibles thérapeutiques dans la petite enfance, Accompagnement parental, Interview d'une équipe en France, Conclusion du Module 3
Introduction au Module, Élements d'un réseau et outils, Travail d'un réseau en pratique, Les aspects de sensibilisation en milieu scolaire, Projet éducatif individualisé - Introduction, Élaboration d'un projet éducatif individualisé, Introduction au sujet de la structuration, Présentation des apects de structuration, Adaptation: Introduction et mise en pratique, Introduction au sujet de coaching, Conclusion du Module 4
Présentation du Module 5, Rappel sur l'évaluation et identification des cibles d'accompagnement prioritaires, Prise en charge des difficultés sensorielles: apport de l'ergothérapie, Prise en charge en logopédie/orthophonie, Spécificité du soutien psychologique chez les personnes avec TSA, Remédiation des compétences de communication sociale, Groupes de compétences sociales - Partie I, Groupes de compétences sociales - Partie II, Travail sur la thématique de la sexualité et groupes d'éducation socio-sexuelle, Gestion des émotions et des comportements défi - Partie I, Gestion des émotions et des comportements défi - Partie II, Évaluation de l'efficacité d'une intervention, Conclusion du Module 5
Présentation du Module 6, Le plan de transition, Auto-détermination - Partie I, Auto-détermination - Partie II, Enjeux légaux de la transition à l'âge adulte, La question de la transition des soins, Accompagnement des parents, Accompagnement de la fratrie, Conclusion du Module 6
Course: Análisis de datos con programación en R
Modules:
Introducción al emocionante mundo de la programación, Diviértete con R, Carrie: Primeros pasos con R, Lenguajes de programación, Introducción a R, Introducción a RStudio
Programar con RStudio, Conceptos fundamentales de programación, Operaciones y cálculos, El regalo que no acaba, Bienvenido a tidyverse, Más sobre tidyverse, Trabajo con canalizaciones, Connor: Consejos para codificar
Datos en R, Marcos de datos de R, Trabajar con marcos de datos, Limpieza con lo básico, Organiza tus datos, Transformación de datos, Mismos datos, diferente resultado, Función de sesgo
Visualizaciones en R, Elementos básicos de visualización en R y tidyverse, Introducción a ggplot(), Joseph: Trayectoria profesional hacia el análisis de personas, Mejoras a visualizaciones en R, Hacer más cosas con ggplot, Estética y facetas, Capa de anotaciones, Guardar tus visualizaciones
Documentos e informes, Descripción general de R Markdown, Usar R Markdown en RStudio, Estructura de los documentos de R Markdown, Meg: Programar empodera, Algunos elementos más para tus documentos, Bloques de códigos, Exportar documentos
Course: Disaster Preparedness
Modules:
Disaster Preparedness Course Overview, Introduction, Introduction to Disaster Cycle and Mitigation Part 1, Disaster Cycle - Mitigation Part 2, Disaster Cycle - Response and Recovery, Disaster Response Panel Discussion Part 1 (optional), Disaster Response Panel Discussion Part 2 (optional)
Introduction, Food, Shelter, Water, Light
Introduction, Communication, Security, Authority, First Aid, Environmental Concerns, Tools
Introduction, Awareness, Attitude and Awareness - Part 1, Attitude and Awareness - Part 2, Attitude and Awareness - Part 3, Nancy Vickroy - Guest Speaker (optional)
Dr. Kenichi Ogura - Guest Speaker
Introduction, Triage, Preparedness on a Larger Scale
Introduction to Pat Adams, Fire By Friction, Basic Fire Building, Survival Shelters, Water Purification, Practical Knives
Course: Speaking to Inspire: Ceremonial and Motivational Speeches
Modules:
Welcome!, What’s this course about?, Ceremonial speech assignment, What do ceremonial speeches do?, How to find your fit, A process for preparing speeches, You need values at the core of your speech, Finding your values, Supporting your values, What is a story?, How stories help your speech, Structuring your story, What's the point of the story?, Writing characters, Writing description, Transforming stories into anecdotes, Sample introduction speech, How to record speech videos
Arrangement concerns, Topical arrangement, Narrative arrangement, Informative arrangement, Speeches of introduction, Presenting and receiving awards, Eulogies, Sample ceremonial speech
Different speech styles, Stylistic devices: Allusions and rhetorical question, Stylistic devices: Tricolon and enuimeratio, Stylistic devices: Diacope, epanalesis, epizeuzis., What is speech “tone”?, Presidential tone comparison, Presidential tone analysis, Writing for the ear, Preparing a manuscript, Formatting a manuscript for speech delivery, Speaking from a manuscript
Should I read my manuscript or memorize it?, Overview of memorization, Memory techniques, Memorization process, Humor in speeches, Integrating humor, What humor do I leave in? What do I take out?, A failed joke is your best opportunity, Martin Nevdahl: How the voice works, Martin Nevdahl: Techniques for good vocal performance, Martin Nevdahl: Maintaining vocal health, Sample ceremonial speech #2
Course review, Other courses in this specialization
Sample ceremonial speech
Course: Advertising in the Age of Generative AI
Modules:
Vibe Kayak's Overview
Generative AI Logo Generation Assignment Video
Course: Introduction to Image Generation - Français
Modules:
Introduction à la génération d'image
Course: Create Image Captioning Models - 日本語版
Modules:
画像キャプション生成モデル: 概要, 画像キャプション生成モデル: ラボのチュートリアル
Course: Work Smarter with Microsoft Word
Modules:
Program introduction - Microsoft 365 Fundamentals, Course introduction - Work Smarter with Microsoft Word, Navigating this course, Careers in Microsoft 365, About Microsoft 365, Microsoft 365 Subscriptions, Microsoft 365 FAQs, Navigating your account, Finding help and changing settings, Using Desktop Office Apps, Introduction to Word, Introduction to Excel, Introduction to PowerPoint, Introduction to Outlook, Optional: Introduction to Access, Publisher, and OneNote, Optional: Introduction to Microsoft Teams, Introduction to OneDrive, Add and organize files in OneDrive, Collaborate using OneDrive, Access items with Delve, Share with Delve, Module summary - Getting Started with Microsoft Word
Module introduction - Getting Started with Word, Identify the components of the Word interface, Create a Word document, Create a document using a template, Help features, Use document views, Navigate and select text, Modify text, Find and replace text, Check spelling and grammar, Other proofing tools, Module summary - Getting Started with Microsoft 365
Module introduction - Working with text tables and lists, Apply character formatting, Align text using tabs, Display text as list items, Control paragraph layout, Apply borders and shading, Apply styles, Manage formatting, Insert a table, Modify a table, Format a table, Convert text to a table, Sort table data, Control cell layout, Sort a list, Renumber a list, Customize a list, Module Summary - Working with text tables and lists
Module introduction - Working with graphics, Insert Symbols and Special Characters, Add images to a document, Resize an image, Adjust image appearance, Integrate pictures and text, Insert and Format screenshots, Create text boxes and pull quotes, Format text boxes and pull quotes, Draw shapes, Modify shapes, Add WordArt and other text effects, Create complex Illustrations with SmartArt, Module summary - Working with graphics
Module introduction - Finalizing a document, Check accessibility, Using accessibility features, File formats and compatibility, Autosave and Autorecover, Manage Additional File Types, Apply a page border and color, Add a watermark, Add headers and footers, Control page layout, Control paragraph flow, Insert section breaks, Insert Columns, Link text boxes to control text flow, Add captions, Add cross-references, Add bookmarks, Add hyperlinks, Insert footnotes and endnotes, Add citations, Insert a bibliography, Insert a table of contents, Module summary - Finalizing a document
Module introduction - Collaborating on documents, Modify user information, Share a document, Work with comments, Compare document changes, Review a Document, Merge document changes, Module summary - Collaborating on documents, Course wrap up - Work Smarter with Microsoft Word
Project introduction
Course: Immunology: Innate Immune System
Modules:
Introduction, Introduction to innate Immunity, The evolution of our immune systems, Components of the innate immune system
The complement system
The protective role of the microbiota, Programming host defences to infection by the microbiota - Part 1, Programming host defences to infection by the microbiota - Part 2
Antigen presentation, MHC class 1 and antigen processing, MHC class 2 and antigen processing
Natural killer cells and other innate lymphoid cells
Course: Introduction to Financial Accounting
Modules:
1.1.1: Financial Reporting Overview, 1.1.2: Financial Reporting Example, 1.2.1: Balance Sheet Equation, 1.2.2: Assets, Liabilities, and Stockholders' Equity, 1.3.1: Debit and Credit Bookkeeping I, 1.3.2: Debit and Credit Bookkeeping II, 1.4.1: Relic Spotter Case, Part 1, 1.4.2: Relic Spotter Case, Part 2, 1.5: 3M Company: Tour of an Annual Report
2.1: Revenues and Expenses, 2.2: Relic Spotter Case, Part 3, 2.3.1: Adjusting Entries I, 2.3.2: Adjusting Entries II, 2.4.1: Relic Spotter Case, Part 4a, 2.4.2: Relic Spotter Case, Part 4b, 2.5: Financial Statements and Closing Entries, 2.6: 3M Company: Income Statement and Balance Sheet
3.1.1: Operating, Investing, and Financing Cash Flows, 3.1.2: Relic Spotter Case, Part 5, 3.2.1: Statement of Cash Flows, 3.2.2: Relic Spotter Case, Part 6, 3.3.1: More SCF Topics and EBITDA, 3.3.2: Cash Flow vs. EBITDA Examples, 3.4: 3M Company: Cash Flows
4.1: Overview of Ratio Analysis, 4.2: Plainview Technology Case, Part 1, 4.3: Plainview Technology Case, Part 2, 4.4: Plainview Technology Case, Part 3, 4.5: 3M Company: Ratios
Course: Economic Growth and Distributive Justice Part II - Maximize Social Wellbeing
Modules:
Course promo, Introduction, 1.1  Social Efficiency: Consumer/Producer Surplus, 1.2 The Excess Burden of Taxation: Administrative and Compliance  Costs, Evasion and Planning, 1.3 Excess Burden: The Change in Relative Prices, 1.4  Measuring the Excess Burden of Tax: Focusing on Consumer Surplus, 1.5 Measuring the Excess Burden of Tax: Focusing on Producer Surplus, 1.6 Measuring the Excess Burden of Tax: Consumer and Producer Surplus
2.1 The Law Cannot Determine Who Will Bear the Tax Burden, 2.2  Examples of Specific Taxes and Subsidies and their Unintuitive Burden, 2.3 What Determines the Tax Incidence?, 2.4 Elasticityof Capital Supply Assuming full Mobility Across Borders, 2.5 Who Bears the Burden of Corporate Tax: Shareholders ?, 2.6 Who Bears the Burden of Corporate Tax: Employees?  Consumers? All Capital Owners?
3.1 How Does the Government Redistribute Income?, 3.2 Redistributing Income Using Increasing Marginal Tax Rates, 3.3 Achieving Progressivity Through Tax System without Increasing Marginal Tax Rates, 3.4 Achieving Progressivity with a Deduction, 3.5 Achieving Progressivity with a Grant (or Public Good)
4.1 An Integrated View of the Tax and Transfer (welfare) Systems, 4.2  Low Income Levels  are Often Subject to Very High Marginal Tax Rates, 4.3 An Interview with prof. Dan Shaviro, 4.4 Taxing Ability, Not Income: “Tagging” and Transfers In-Kind, 4.5 Taxing Ability, Not Income: Welfare Ordeals, 4.6 Designing an Optimal Tax and Transfer System: The Model's Intuition, 4.7 Understanding the Intuition of the Optimal Income Tax Model: No Government Intervention
5.1 Designing an Optimal Tax and Transfer System: Flat Tax and a Grant, 5.2 The Mirrlees Optimal Income Tax Model: Non-Linear Tax and a Grant, 5.3 Demonstrating Why a High Marginal Tax Rate at Low Income Level is Optimal, 5.4 High Marginal Tax Rates at High Income Level: Patterns of Wealth Distribution, Elasticity, Tax Planning and International Tax Competition, 5.5 Richard Epstein Talking about the Risks Involved in Tax-Coerced Massive Redistribution, 5.6 Discussing Thomas Piketty’s Book “Capital in the 21st Century”: Taxation of Capital; High Inequality as a Threat to Democracy, Conclusion of Part II