dipopotamus/custom_instruct_coursera_course_module_list huggingface dataset:
Course: The Power of Sport in American Culture
Modules:
Winners and Losers : Why Study Sports, Batter Up : Welcome to the Course, On Deck: Meet Professor Skerski, Sport as Cultural Production, The Circuit of Culture, The Circuit of Culture: Representation, The Circuit of Culture: Production, The Circuit of Culture: Consumption, The Circuit of Culture: Regulation, The Circuit of Culture: Identity, American Values at Play, Tackling Our Assumptions, Irrational Exuberance, The Sports Clock, The Sacred Power of Live
Sport as Cultural Faith, Praying for Victory, Sunday Worship, Symbols of Identity and Community
The Power of Metaphor, Sport as War, Winning at All Costs, Players and Trophy Wives
The Podium is Political, Sport and the Military, Sportswashing, Athlete Activism
Extra Innings
Course: Prepare for DP-100: Data Science on Microsoft Azure Exam
Modules:
Introduction to the course, Lesson Introduction, Jobs and careers, Lesson Introduction, Exam strategy, Tips and tricks
Lesson introduction, Recap of topics and key concepts covered in Create machine learning models
Lesson introduction, Recap of topics and key concepts covered in Create no-code predictive models with Azure Machine Learning
Lesson introduction, Recap of topics and key concepts covered in Build and operate machine learning solutions with Azure Machine Learning
Lesson introduction, Recap of topics and key concepts covered in Perform data science with Azure Databricks
Lesson introduction, Career Support Information
Course: Decision-Making
Modules:
Welcome to Decision-making!
Practice the solution: Applying an ethical framework, Infographic: Blanchard-Peale model, Making ethical decisions: Key takeaways
Practice the solution: Selecting the best alternative, Infographic: The National Defense University Model, Weighing the alternatives: Key takeaways
Practice the solution: Performing a risk assessment, Infographic: Decision matrix, Finding potential drawbacks: Key takeaways
Final Thoughts
Course: Simulation and modeling of natural processes
Modules:
Objectives and background, Modeling and Simulation, Modeling Space and Time, Example of bio-medical Modeling, Monte Carlo methods I, Monte Carlo methods II, Monte Carlo methods III
Introduction to high performance computing for modeling, Concepts of code optimization, Concepts of parallelism, Palabos, a parallel lattice Boltzmann solver, An introduction to Python 3, Running a Python program, Variables and data types, Operators, Conditional Statements, Loops, Functions, NumPy
General introduction to dynamical systems, The random walk, Growth of a population, Balance equations I, Balance equations II, Integration of ordinary differential equations, Error of the approximation, The implicit Euler scheme, Numerical integration of partial differential equations
Definition and basic concepts, Historical background, A mathematical abstraction of reality, Cellular Automata Models for Traffic, Complex systems, Lattice-gas models, Microdynamics of LGA
Computational Fluid Dynamics: Overview, Equations and challenges, From Lattice Gas to Lattice Boltzmann, Macroscopic Variables, Collision step: the BGK model, Streaming Step, Boundary Conditions, Flow around an obstacle
Particles and point-like objects: Overview, Newton’s laws of motion, potentials and forces, Time-integration of equations of motion, The Lennard-Jones potential: Introducing a cut-off distance, The n-body problem: Evaluation of gravitational forces, Barnes-Hut algorithm: using the quadtree
Introduction to Discrete Events, Definition of Discrete Events Simulations, Optimisation problems, Implementation matters, Traffic intersection, Volcano ballistics
Motivation, Agents, Multi-Agent systems, Implementation of Agent Based Models, Ants Corpse clustering, Bacteria chemotaxy
Course: Demystifying EV Batteries: Tech & Management
Modules:
Introduction to the Course and Meet Your Instructor, Fundamental Principles of Electric Vehicle Batteries, Key Concepts: Capacity, Energy & Power Density, Cycle Life (Part 1), Key Concepts: Capacity, Energy & Power Density, Cycle Life (Part 2), Key Concepts: Capacity, Energy & Power Density, Cycle Life (Part 3), Battery Types, Chemistries & Cell Form Factors, Typical Battery Pack & Internal Components for EV Application, Summary: Fundamentals of Electric Vehicle Batteries (Part 1), Summary: Fundamentals of Electric Vehicle Batteries (Part 2), Battery Performance Metrics (Part 1), Battery Performance Metrics (Part 2), Intelligent Battery Management System, Real Life Example of an EV Battery Management System, Summary: Fundamentals of Electric Vehicle Batteries, Introduction to Degradation & End of Life, Factors Influencing Battery Degradation, Mitigation Strategies for Battery Lifetime Optimization, Summary: Fundamentals of Electric Vehicle Batteries
Course: Intermediate Data Analysis Techniques with Pandas
Modules:
Methods and Attributes between Series and DataFrames, Differences between Shared Methods, Select One Column from a DataFrame, Select Multiple Columns from a DataFrame, Add New Column to DataFrame, A Review of the value_counts Method, Drop DataFrame Rows with Missing Values, Fill in Missing Values with the fillna Method, The astype Method I, The astype Method II, Sort a DataFrame with the sort_values Method I, Sort a DataFrame with the sort_values Method II, Sort DataFrame with the sort_index Method, Rank Series Values with the rank Method
This Module's Dataset + Memory Optimization, Filter a DataFrame Based on a Condition, Filter with More than One Condition (AND - &), Filter with More than One Condition (OR - |), The isin Method, The isnull and notnull Methods, The between Method, The duplicated Method, The drop_duplicates Method, The unique and nunique Methods
This Module's Dataset, The set_index and reset_index Methods, Retrieve Rows by Index Position with iloc Accessor, Retrieve Rows by Index Label with loc Accessor, Second Arguments to loc and iloc Accessors, Overwrite Value in a DataFrame, Overwrite Multiple Values in a DataFrame, Rename Index Labels or Columns in a DataFrame, Delete Rows or Columns from a DataFrame, Create Random Sample with the sample Method, The nsmallest and nlargest Methods, Filtering with the where Method, The apply Method with DataFrames
This Module's Dataset, Common String Methods, Filtering with String Methods, String Methods on Index and Columns, The split Method, More Practice with Splits, The expand and n Parameters of the split Method
Intro to the MultiIndex Module, Create a MultiIndex, Extract Index Level Values, Rename Index Lebels, The sort_index Method on a MultiIndex DataFrame, Extract Rows from a MultiIndex DataFrame, The transpose Method, The stack Method, The unstack Method, The pivot Method, The melt Method, The pivot_table Method
Intro to the GroupBy Module, The groupby Method, Retrieve A Group with the get_group Method, Methods on the GroupBy Object, Grouping by Multiple Columns, The agg Method, Iterating through Groups
Intro to the Merging DataFrames Module, The pd.concat Function I, The pd.concat Function II, Left Joins, The left_on and right_on Parameters, Inner Joins I, Inner Joins II, Full-Outer Joins, Merging by Indexes with the left_index and right_index Parameters, The join Method
Course: Strategic Management
Modules:
A Creative Company CEO Calls for a New Approach, Introduction to the Course
What Strategy Is..., What Strategy Is...continued, What Strategy Is...more examples, What Strategy Is...Still More, What Strategy Is...Conclusions, What's a Strategic Situation (and what isn't)?, Strategy's Most Famous Thought Leader: Michael Porter, The Main Ideas in Porter's "What is Strategy?", Criticisms of Porter's Strategy as Position Approach, The Alternative View: Strategy as Capability
Early Approaches to Business Strategy, Strategy, Scripted and Programmed, The BCG Matrix and Growth Curve, Strategy as Multi-faceted Analysis, What We Can Learn...
Comparing 1975 and Today, How Products, Services, and Work Now Move Easily Around the Globe, How the Competitive Game Shifts in a Globalized World, The World's Most Sophisticated Differentiation Strategies?, Aesthetics...the Last Frontier of Sustainable Advantage?
Meet e-Types - A 21st Century Creative Company, e-Types execs explaining how they think about their business, A Major Controversy - At Stake: The Future and Soul of the Company, e-Types partners debating which design to present to TD, Questions We Ask You To Consider...
Course: Arctic Development
Modules:
Welcome to Arctic Development, Introduction to the Arctic, Key Concepts of Arctic Development, Geopolitics of the Circumpolar North, Taking a Regional Approach
Natural Resources, Resource Management, Resource Management in the Indigenous Arctic, Resource Management: North American Arctic, Resource Management: Nordic Arctic, Resource Management: Russian Arctic ML26
Community Planning and Resilience, Community Planning in the Circumpolar North, Communities of the Indigenous and North American Arctics, Communities of the Nordic Arctic, Communities of the Russian Arctic, Food Security in the Arctic, Health Care and Policing in the Arctic
Climate Change is Real, Adaptation Strategies, Case Study: Shishmaref, Alaska, Course Wrap-Up
Course: Curanderismo:Influencias Globales de la Medicina Tradicional
Modules:
Video de bienvenida, Introducción al curanderismo, Documental. El Niño Fidencio, Entrevista a Chenchito
Limpia con Laurencio, Curación del susto, Limpia con Velia, Quema de incienso, Limpia afrocubana
Sobadas, Manteadas, Partera Guatemala, Sobadas y manteadas
Limpia afropuertorriqueña, Tabaco sagrado del Perú
Día de los muertos
Course: Введение в анализ данных с помощью Excel
Modules:
Знакомство с преподавателем, Импорт данных в Excel, Основные манипуляции с данными в Excel, Арифметические операции в Excel, Основные функции в Excel, Функции, использующие абсолютные и относительные ссылки, Объяснение функций, Обобщение недели 1
Команда ЕСЛИ в Excel, Команда ЕСЛИ в Excel с использованием числовых данных, Вложенная команда ЕСЛИ в Excel, Функция ВПР в Excel, Другой пример ВПР, Функция ГПР в Excel, Профессору «всезнайке» нужна помощь!, Обобщение недели 2
Использование функции ВПР в рабочих таблицах, Фильтры данных в Excel, Использование сводных таблиц в Excel, Дополнительные возможности сводных таблиц, Применение сводных таблиц к числовым данным, Введение в диаграммы в Excel, Обобщение недели 3
Линейные графики, Столбчатые и круговые диаграммы, Сводные диаграммы, Точечные графики, Гистограммы, часть 1, Гистограммы, часть 2, Обобщение недели 4
Course: Life Cycle Assessment
Modules:
Meet Your Instructors, Course Introduction, How to use the $ in Excel: A Tutorial Activity (for those not very familiar with excel), How to Find a Value in a List in Excel: A Tutorial Activity (for a more advanced use of excel), Introduction to LCA - Part A - Why LCA?, Introduction to LCA - Part B - Uses of LCA, LCA From A to Z - Qualitative, LCA From A to Z - Quantitative, LCA From A to Z - Product Improvement, A History of LCA Standards, LCA Compared to Other Environmental Tools- Part A, LCA compared to other environmental tools- Part B
Goal and Scope Definition - Part A, Goal and Scope Definition - Part B, Function & Functional Unit - Part A, Function & Functional Unit - Part B, Function & Functional Unit - Part C, Building of Product System and Process Tree - Part A, Building of Product System and Process Tree Part B, Building of Product System and Process Tree Part C, Building of Product System: light bulb example, System Boundaries - Part A, System Boundaries - Part B, Case Study - Intermediary Presentation
Life Cycle Inventory - Building the LCI Part A, Life Cycle Inventory - Building the LCI Part B, Life Cycle Inventory - Building the LCI Part C, Primary Energy and CO2 Emissions from Processes & Materials - Part A, Primary Energy and CO2 Emissions from Processes & Materials - Part B, Primary Energy and CO2 Balance - Part A, Primary Energy and CO2 Balance - Part B, Primary Energy and CO2 Balance - Part C, Primary Energy and CO2 Balance - Part D
Life Cycle Inventory - Databases - Part A, Life Cycle Inventory - Databases - Part B, Life Cycle Inventory - Databases - Part C, Life Cycle Inventory - Databases - Part D, Full Life Cycle Inventory - Car Case Study Part A, Full Life Cycle Inventory - Car Case Study Part B, Life Cycle Inventory - Special Topics - Part A Allocation, Life Cycle Inventory - Special Topics - Part B Input-output, Life Cycle Inventory - Special Topics - Part C Input-output
Introduction to LCIA, Overview of Environmental Impact Categories - Part A, Overview of Environmental Impact Categories - Part B, Principles and Framework - Part A, Principles and Framework - Part B, LCIA in Practice- Part A, LCIA in Practice- Part B, LCIA in Practice- Part C, LCIA in Practice - Part D, LCIA in Practice - Part E, LCIA in Practice- Part F, LCIA in Practice- Part G, LCIA in Practice- Part H, Overview of LCIA Methods- Part A, Overview of LCIA Methods - Part B, Overview of LCIA Methods - Part C
Interpretation Principles, Interpretation - PC Case Study - Part A, Interpretation - PC Case Study - Part B, Interpretation - PC Case Study - Part C, Case Study - Final Presentation - week 5, Checks and uncertainty - Part A, Checks and uncertainty - Part B, Checks and uncertainty - Part C, Checks and uncertainties Part D, Product Classification - Part A, Product Classification - Part B, Product Classification - Part C, Review of Case Study Intermediary Presentation (Repeat from Week 4), LCA Summary - LCA good practices in one page
Course: Persuasive Communication
Modules:
Specialization Introduction
Persuasion: The Soft Power, Practical suggestions to prepare a speech
Rational Speech Introduction, Logos: The Rational Speech, Elements of the Rational Speech, How to prepare a Rational Speech?, Logos Speech Sample
Ethos introduction, The Ethos Structure, Problem & Solution Structure, Problem & Solution Speech Sample, Ethos Speech Sample
Storytelling Introduction, When to Use a Story?, Structure of a Good Story, The Seven Mortal Sins of Storytelling, Effective Tools in Storytelling, Storytelling Speech Sample
Pathos introduction, The emotional speech, Emotional and ceremonial speech, Pathos Speech Sample
Course: Program Management Fundamentals: Driving Strategic Change
Modules:
1.0.1 Introduction to Week 1 Video, 1.1.1 Programs Matter Videos, 1.2.1 Alignment Across Delivery Video, 1.3.1 Speed & Quality of Decisions Video, 1.4.1 The Conductor Video, 1.5.1 Elaborating through Complexity Video
2.0.1 Introduction to Week 2 Video, 2.1.1 Managing Change Matters Video, 2.2.1 Aligning Across Hearts and Minds Video, 2.3.1 Digital Transformation Videos, 2.4.1 The Change Maker Video, 2.5.1 Championing Change Video
3.0.1 Introduction to Week 3 Video, 3.1.1 The Program Sponsor Video, 3.2.1 A Critical Partnership Video, 3.3.1 The Stakeholders Link Video, 3.4.1 The Program Charter & Clear Prioritization Video, 3.5.1 Thinking Again for A Change Video
4.0.1 Introduction to Week 4 Video, 4.1.1 The Holistic Leader Video, 4.2.1 The Benefits Focus Video, 4.3.1 Integrating with Empathy Video, 4.4.1 Communicating with the Program Roadmap Video, 4.5.1 Powerful Storytelling Video
Join an Information Session, Continue Your Education with UMD!, Don't Forget to Claim You Some PDUs!, Congratulations! Now How About A Retro?, Five Stars Please :)
Course: Co-creation and challenge-based learning in Higher Education
Modules:
Introduction to the MOOC
Introduction, Entrepreneurial Education, Entrepreneurial Competences in HEI, The entrepreneur, Facilitators and constrains of Entrepreneurship, The entrepreneurial context, Interview / Isabel Salvador. Entrepreneurial institutions and companies, Challenge-Based Learning: A brief introduction, The University promoting Entrepreneurship, Interview / Sílvia Blanch. Applying CBL in Higher Education, Teachers as Mentors for Entrepreneurship, Interview / Daniel Franco. Networks of professors and entrepreneurial students
Introduction, The background for D-EMIND, Reasons for CBL, Entrepreneurship related to creativity and innovation, Dilemmas in teaching CBL, From traditional teacher to facilitator, An illustration of facilitation, The Atom Model, The Mental Sphere, The Social Sphere, How to find a challenge, Limitations in digital teaching, The Atom Model in action
Introduction, What is the Challenge?, How to get the Challenge for CBL?, The role of the external Challenge providers and their characteristics, The Challenge from the students' perspective, The Challenge from the teachers' perspective, Sharing experiences from a company and a student
Introduction, General, Example, Interview, General, Example, Interview, Introduction, Interview with Jan Beddegenoots, General, Example, Interview, General, Example, Interview, General, Example, Interview, Wrapping up
Course: Cities, Climate and Change: Pathways and Opportunities
Modules:
Introducing Cities, Climate and Change: Exploring Pathways and Opportunities, Visions and Plans for Climate Neutral and Sustainable Cities, Innovation Teams with Viable Cities, Coffee Break with Cities - Malmö, Sweden, Designing Missions - Part 1
Data and Tools for Climate Neutral and Sustainable Cities, City Financing - Part 1, Climate City Contracts with Viable Cities, Coffee Break with Cities - Bonn, Germany, Designing Missions - Part 2
Finance and Partnerships for Climate Neutral and Sustainable Cities, City Financing - Part 2, Climate Investment Plans with Viable Cities, Coffee Break with Cities - Kampala, Uganda, Designing Missions - Part 3
Engagement and Action for Climate Neutral and Sustainable Cities, City Financing - Part 3, System Demonstrators with Viable Cities, Coffee Break with Cities - Fort Collins, USA, Designing Missions - Part 4
Research and Innovation for Climate Neutral and Sustainable Cities, City Financing - Part 4, Transformative Portfolios with Viable Cities, Coffee Break with Cities - Yarra, Melbourne, Australia, Designing Missions - Part 5
Course: Projektinitiierung: Ein Erfolgreiches Projekt Starten
Modules:
Einführung in Kurs 2, Warum ist eine Projektinitiierung unerlässlich?, Hauptkomponenten der Projektinitiierung, Afsheen: Zuhören, um zu lernen, Zusammenfassung
Einführung: Definieren der Projektziele, des Projektumfangs und der Erfolgskriterien, Projektziele und Liefergegenstände definieren, So setzen Sie SMART-Ziele, Umgang mit Bewertungen durch andere Teilnehmende/Selbstbewertungen, Einführung in die OKRs, Den Umfang eines Projekts bestimmen, Überwachung und Beibehaltung des Umfangs eines Projekts, Änderungen am Umfang eines Projekts managen, Torie: Wie wichtig es ist, den Umfang einzuhalten, Einführung und Landing eines Projekts, Erfolgskriterien definieren, Zusammenfassung
Einführung: Effektiv mit Stakeholdern zusammenarbeiten, Barrierefreiheit für Projektmanagende, Zusammenstellung des Projektteams, Projektrollen definieren, John: Die Bedeutung eines Projektteams, Eine Stakeholder-Analyse durchführen, Elemente der RACI-Matrix, Zertifikatsabsolventen: Motiviert bleiben, Zusammenfassung
Einführung: Ressourcen und Tools für den Projekterfolg nutzen, Wesentliche Projektressourcen, Der Stellenwert der Projektdokumentation, Grundlagenwissen zu Projektvorschlägen und -chartas, Entwicklung einer Projektcharta, Tools für ein effektives Projektmanagement nutzen, Verschiedene Projektmanagement-Tools recherchieren, Gängige Projektmanagement-Tools, Amar: Tools sind unsere besten Freunde, Kurszusammenfassung
Course: Google Cloud Product Fundamentals 日本語版
Modules:
Google Cloud Product Fundamentals へようこそ
はじめに, インフラストラクチャのモダナイゼーション, ハイブリッド クラウドとマルチクラウド, セキュリティ, リソース階層と信頼境界, ID とアクセスの管理, GCP の主なプロダクトとソリューション, コンピューティング
はじめに, クラウドへの移行パターン, アプリケーション開発における課題, App Engine, データ ストレージ, GCP のデータ ソリューション, GCP のオブジェクト ストレージ ソリューション
はじめに, 機械学習とは, ML のデータ要件, 予測的なインサイトと繰り返される意思決定, 実際の ML のユースケース, GCP の AI / ML
はじめに, 迅速な移行, 十分な情報に基づく意思決定, コラボレーション文化の創出, G Suite がもたらす効果
はじめに, クラウドコスト管理の基礎, クラウドの総所有コスト, GCP コスト管理のベスト プラクティス
まとめ
Course: Fire Detection & Fire Alarm Systems and Safety Signages
Modules:
About the Specialization, About the Course, Introduction to Fire Detection Systems, Purpose of Fire Detection  and Alarm System, Types of Fire Detection Systems, Types of Fire Detection Devices - Smoke & Flame-A, Types of Fire Detection Devices - Smoke & Flame-B, Types of Fire Detectors - Heat, Multi Sensor & Aspirating Detectors, Types of Fire Detectors - Gas and Carbon Monoxide Detectors, Introduction to Selection of Detectors Based on the Hazard, Recap of fire Detectors, Fire Alarm System Construction, Importance of Selecting Right Detector for a Specific Hazard, Types of hazards based on Indian Standards & NFPA, Selection of Detector based on Hazard, Applications of Heat, Smoke & Aspirating Detectors, Applications of Aspirating Smoke Detectors, Applications of Combustion Gas, UV & IR Detectors
Introduction & Terminologies of Fire Alarm Notification Devices, Fire Notification Devices & Modes, Objectives of Notification Devices, Location of Notification Devices - Visible, Audible, Visible & Audible- A, Location of Notification Devices - Visible, Audible, Visible & Audible- B, Fire Notification and Evacuation Strategy & its performance, History and Development of Fire Detectors & its Terminologies, Introduction to coverage of fire detectors, Coverage of Heat & Smoke Detectors-A, Coverage of Heat & Smoke Detectors-B, Detector Coverage using Indian Standard 2189-A, Detector Coverage using Indian Standard 2189-B, Coverage of Aspiration & Beam Detectors, Coverage of Flame or Ember & Multicriteria Detectors, Coverage of Detector based on Air Movement, Where not to place Smoke Detectors, Inspection, Test, and Maintenance Practices, Introduction to Fire Alarm Integration with Building Systems, Integration with Building Services & Methods-A, Integration with Building Services & Methods-B, Cause & Effect Matrix, Cause & Effect Matrix and Fire Alarm Integration Demo
Introduction to Fire Safety Signages, Classification of Fire Safety Signages - Means of Warning & Manual Controls, Classification of Fire Safety Signages - Means of  Egress-a, Classification of Fire Safety Signages - Means of  Egress-b, Classification of Fire Safety Signages - Firefighting Equipment, Classification of Fire Safety Signages - Fire Risk, Location & Size of Fire Safety Signages, Classification of Fire Safety Signages - Prohibition Signs, Health and Safety Signages, Location of Signages-A, Location of Signages-B, Dimensioning and Color Coding of Fire Safety Signages, Luminescent Photo Safety Signages-A, Luminescent Photo Safety Signages-B, Fire Safety Signage: Factors Affecting Effective Evacuation-A, Fire Safety Signage: Factors Affecting Effective Evacuation-B
Course: Transformation of the Global Food System
Modules:
Transformation of the global food system - Introduction
Increasing know-how, Natural nitrogen fixation, Better access to finance, Sharing economy, A more fair trade system
Goal-based planning, Sustainable soils, Closed-system farming
Transport and storage, Connecting producers and consumers, Resilience
Replacing meat, Changing habits, Citizen-driven transformation, Improving aquaculture
Conclusion: What does transformation really mean?
Course: تنسيق النصوص في مايكروسوفت وورد |Formatting Text in MS Word
Modules:
تغيير نوع الخط (Font Type) حجم الخط (Font Size) ولون الخط (Font Color), تغيير الحروف من (Small) إلى (Capital), تنسيق الخطوط باستخدام الأنماط المختلفة (Styles) و(Word Art), تنسيق الأسطر والفقرات (Formatting Lines and Paragraphs), تنسيقات خاصة (Special Formatting), الخاتمة
Course: Writing and Editing: Revising
Modules:
Introduction, Ken Burns, Alice Waters, and Ira Glass, Punctuation and Professionalism: Dependent Clauses, Takeaways, Student Takeaway: Extra Ear, Student Takeaway: Sound and Sense
Previously On, Steve Jobs, Punctuation and Professionalism: Isadora Duncan → Duncan, Isadora, Nuance Spotlight: William F. Buckley, Jr., Takeaways, Student Takeaway: 100 Words, Student Takeaway: Uselessly Accurate
Previously On, Previously On: Clutter, Writer → Reader, Discipline of Breaks, Attention Restoration, Punctuation and Professionalism: If, Then, Notes on Nuance: "What _____ is to _____", Takeaways
Previously On, Previously On: The Discipline of Breaks, Shot Selection, Un-numb the Numbers, Keep/Cut, E-D-I-T, Takeaways: Premortem, Student Takeaway: Premortem, Student Takeaway: Un-numb the Numbers, Student Takeaway: Keep/Cut
Course: Clinical Decision Support Systems - CDSS 4
Modules:
Welcome: From machine learning models to clinical decision support systems, From Reproducibility to Generalisability, A Guide to Model Validation in Clinical Decision Support Systems, Calibration of Deep Learning Models
Assessment of the Risk of Bias in EHR, Fairness in Machine Learning for Healthcare Applications (Part 1), Fairness in Machine Learning for Healthcare Applications (Part 2)
Decision Curve Analysis, Human-Centered Clinical Decision Support Systems, Evaluation of Explainability Models
Privacy Concerns in CDSS, Defences Against Inference Attacks, Adversarial Attacks - Explainability
Course: Introduction to Market Research
Modules:
Introduction to the Course and Instructor
Understanding Market Research, AI-Enhanced Market Research
Unraveling Research Mysteries: Exploring the Core Types—Exploratory, Descriptive, and Causal, Introduction to the Three Types of Market Research & Type 1: Exploratory Research, Market Research Type 2: Descriptive Research, Market Research Type 3: Causal Research, Primary Research versus Secondary Research
Two Main Types of Data, Methods of Data Collection
Market Trends, Measuring Customer Preference, What is Market Share and How Do You Calculate It?
Course: CAD/BIM技術與應用專項課程（CAD/BIM Specialization)
Modules:
歡迎你, 顧問團隊
經理的話, Arup經驗分享：BIM機電塑模
經理的話, Arup經驗分享：BIM結構塑模
經理的話, Arup經驗分享：鄰房能耗分析
經理的話
經理的話, Arup經驗分享：4D模擬
經理的話, Arup經驗分享：BIM導入效益（一）
經理的話, Arup經驗分享：BIM導入效益（二）
經理的話, 畢業了！
Course: الاقتصاد الإداري | Managerial Economics
Modules:
مقدمة عن الاقتصاد (Economics) ودوره في تبسيط المشاكل, مفهوم الـ (Managerial Economics) ومكونات القرار الاقتصادي, الطلب (Demand), منحنى الطلب (Demand Curve), مرونة السعر (Price Elasticity), الفرق بين الـ (Accounting Profit) والـ (Economic Profit), الإنتاج (Production), التكلفة (Cost), السعر (Price), الملخص
Course: Calculus: Single Variable Part 1 - Functions
Modules:
Introduction
Functions, Exponentials, BONUS!
Taylor Series, Computing Taylor Series, Convergence, BONUS!, Expansion Points
Limits, l'Hôpital's Rule, Orders of Growth, BONUS!
Course: Introduction to Software Testing
Modules:
Welcome to the Software Testing and Automation!, Introduction, Why is software testing challenging?, What is a Test?, Automation: Using a test framework, Automation: Writing JUnit tests
Dependability Definitions, Testing Principles, Testing Principles: Where, Testing Principles: How, The "V Model" of Software Development, Validation and Verification in the "V Model", Structural Testing, Mutation Testing
What is a test plan?, Importance of a Good Test Plan, Stages of Software Testing Process, Test (Status) Reports, Risk-based Test Planning, Software Defect Reports, Software Defect Reports: Analysis, Software Defect Reports: Reporting, Software Defect Reports: Report Content, Software Defect Reports: Track, Retest, and Close
Test Doubles: Introduction, Test Doubles: Input, Test Doubles: Output, Assessing Adequacy and Code Coverage Analysis with JaCoCo, Flakey Tests and How to Avoid Them
Course: Introducción a las Finanzas Corporativas
Modules:
Descuentos de Institución, Capitalización, Atajos Útiles, Impuestos
Inflación, TAE y RAE, Estructura de Plazos, Toma de Decisiones
Flujo de Efectivo Libre, Conductores de Previsión, Previsión de Flujo de Efectivo Libre
Criterios de Decisión, Análisis de Sensibilidad, Rentabilidad
Course: Blockchain Basics
Modules:
Practitioner's Perspective: John Wolpert, ConsenSys, Blockchain Defined: Bitcoin & Blockchain, Blockchain Structure, Basic Operations, Beyond Bitcoin
Ethereum Blockchain: Smart Contracts, Practitioner's Perspective: The Enterprise, Ethereum Structure, Ethereum Operations, Incentive Model
Algorithms & Techniques: Public-Key Cryptography, Hashing, Transaction Integrity, Securing Blockchain
Trust Essentials: Decentralized Systems, Consensus Protocol, Practitioner's Perspective: Decentralized Governance, Robustness, Forks
Course: Work Smarter with Microsoft Excel
Modules:
Introduction to Work Smarter with Excel, Navigating this course, Get to know Excel, Create a workbook, Save and share a workbook, Get help in Microsoft Excel, Work with data, Work with rows and columns, Format text, Format cells, Align cell content, Search for and replace data, Spell check a worksheet, Define the basic page layout for a workbook, Refine the page layout and apply print options, Module summary - Getting started with Excel
Module introduction - Working with functions, A closer look at formulas and functions, Using formulas and functions, Sort and filter Data, Add range names, Use range names in formulas, Function categories and syntax, Using specialized functions, Manage text with functions, Trim and case text functions, Join and transpose text functions, Logical functions and operators, Using logical functions with conditions, Module summary - Working with functions
Module introduction - Organizing and visualizing data, Create tables, Format tables, Modifying tables, Name tables and use structured references, Database functions and convert to range, Format worksheet tabs, Manage worksheets, Manage the view of worksheets and workbooks, Create charts, Modify and format charts, Advanced chart elements, Create a PivotTable, Summarize data in a PivotTable, Filtering data using slicers, Module summary - Organizing and visualizing data
Customize formula options, Customize proofing and save options, Customize the ribbon and Quick Access Toolbar, Conditional formatting, Conditional formatting rules, Customize workbooks, Manage workbook properties, Export data, Use data sources, Module summary - Advanced Excel features, Course wrap up - Work Smarter with Microsoft Excel
Project introduction
Course: Mechanics of Materials I: Fundamentals of Stress & Strain and Axial Loading
Modules:
Course Introduction
Module 1: General Analysis Approach, Module 2: Internal Forces due to External Loads, Module 3: Normal Stress/Shear Stress, Module 4: Maximum Normal and Shear Stress on Inclined Planes for Uniaxial Loading, Module 5: General State of Stress at a Point (3D), Module 6: Two-Dimensional (2D) or Plane Stress, Module 7: Nominal (Engineering) Stress and True Stress, Module 8: Normal Strain
Module 9: Tension Test and Stress-Strain Diagram, Module 10: Internal Properties and Hooke’s Law, Module 11: 0.2% Offset Yield Stress, Module 12: Strain Hardening/Permanent Set, Module 13: Poisson’s Ratio, Module 14:Shear Stress/2D Pure Shear, Module 15: Shear Strain
Module 16:Stresses on Inclined Planes – Sign Convention, Module 17: Transformation Equations for Plane Stress, Module 18: Principal Stresses/Principal Planes, Module 19: Principal Stresses/Principal Planes (cont.), Module 20: Maximum and Minimum In-Plane Principal Stresses, Module 21: Maximum In-Plane Shear Stress, Module 22: Introduction to Mohr’s Circle, Module 23: Mohr’s Circle for Plane Stress, Module 24: Determine Principal Stresses, Principal Planes, and Maximum Shear Stress using Mohr’s Circle, Module 25: Stresses on any given plane using Mohr’s Circle, Module 26: Principal Stresses and Principal Planes by solving Eigenvalue Problem
Module 27: Stress Concentration Factors/Saint-Venant’s Principle, Module 28: Determine Maximum Stress at Discontinuities using Stress Concentration Factors, Module 29: Two-Dimensional (2D) or Plane Strain, Module 30: Transformation Equations for Plane Strain, Module 31: Transformation Equations for Plane Strain (cont.), Module 32: Mohr’s Circle for Plane Strain, Module 33: Determine Principal Strains, Principal Planes, and Maximum Shear Strain using Mohr’s Circle, Module 34: Strains on any given plane using Mohr’s Circle, Module 35: Find Strains using Experimental Analysis Techniques, Module 36: Find In-Plane Strains using Strain Gage Measurements, Module 37: Find Principal Strains, Maximum Shear Strain, and Principal
Module 38: Generalized Hooke’s Laws for Isotropic Materials, Module 39: Modulus of Elasticity, Modulus of Rigidity, and Poisson’s Ratio relationship for Isotropic Materials, Module 40: Factor of Safety, Module 41: Design to meet specified Factor of Safety, Module 42: Idealized Elastoplastic Material Assumption, Module 43: Solve a Statically Indeterminate Structure under Axial Loading, Module 44: Temperature Effects on Engineering Materials, Module 45: Solve an Engineering Problem with Thermal Effects, Module 46: Course Conclusion
Course: Multiple Regression Analysis in Public Health
Modules:
Multiple Regression: An Overview, Multiple Linear Regression: Some Examples, Multiple Linear Regression: Basics of Model Estimation, and Handling Uncertainty in the Resulting Estimates, Estimate Group Means and Mean Differences for Groups Who Differ in More than One Predictor with Multiple Linear Regression, The “Linearity” Assumption and Estimating Amount of Variability Explained by Multiple Predictors, Examples from the Literature, Investigating Effect Modification with Multiple Linear Regression (Forthcoming), Investigating Effect Modification with Multiple Linear Regression—More Examples, For Those Interested, Additional Examples of Multiple Linear Regression
Multiple Logistic Regression: Some Examples, Multiple Logistic Regression: Basics of Model Estimation, and Handling Uncertainty in the Resulting Estimates, Estimating Group Odds and Proportions, and Odds Ratios for Groups Who Differ in More than One Predictor with Multiple Linear Regression, The “Linearity” Assumption and A Brief Note about Prediction with Multiple Logistic Regression, Examples from the Literature, Investigating Effect Modification with Multiple Logistic Regression, Part 1, Investigating Effect Modification with Multiple Logistic Regression, Part 2, Additional Examples
Some Examples, Basics of Model Estimation and Handling Uncertainty in the Resulting Estimates, Estimating Hazard Ratios for Groups who Differ in more than one Predictor with Multiple Cox Regression, The "Linearity" Assumption and Prediction with Multiple Cox Regression, Examples from the Literature
Biostatistical Consulting Project
Course: Responsible AI: Interpretability & Transparency - Deutsch
Modules:
Kursübersicht
Übersicht über Interpretierbarkeit und Transparenz, Übersicht über Interpretierbarkeitstechniken, Featurebasierte Erklärungen: Modellunabhängig, Featurebasierte Erklärungen: Modellspezifisch, Konzeptbasierte und beispielbasierte Erklärungen, Tools für Interpretierbarkeit, Daten- und Modelltransparenz, Lab: Vertex Explainable AI, Coursera: Erste Schritte mit Google Cloud Platform und Qwiklabs
Zusammenfassung des Kurses
Modul 0: Kursübersicht, Modul 1: KI-Interpretierbarkeit und -Transparenz, Modul 2: Zusammenfassung des Kurses
Course: Customer Relationship Management
Modules:
Course overview: Scope, structure, and expectations, Understanding CRM: Basics and significance, Learning outcomes: What you will gain from this course, Evolution of CRM: From transactional to relational, The CRM philosophy: Principles and values, The CRM ecosystem: Key components and dynamics, The power of customer-centricity: Concepts and benefits, Crafting customer-centric strategies: Tools and techniques, Instilling a customer-centric culture: Steps and best practices, The role of data in CRM: From insights to actions, Segmenting and targeting customers: Data at work, Personalizing customer experiences: The data-driven approach, Aligning CRM with sales and marketing: The synergy, Sales force automation: Boosting efficiency and effectiveness, CRM and marketing automation: Driving integrated campaigns, The importance of customer satisfaction and loyalty, Designing and implementing effective loyalty programs, Measuring customer satisfaction: Metrics and tools, CRM in customer service: Enhancing interactions and experiences, Resolving customer issues: Strategies and techniques, Building a proactive customer service: The CRM approach, Understanding CRM technologies and its importance, Choosing the right CRM software: Factors and considerations, Automation in CRM: Enhancing efficiency and customer experience, From planning to execution: The CRM implementation process, Measuring CRM success: Key metrics and KPIs, CRM future trends: Staying ahead in the game
Course: Population Health: Responsible Data Analysis
Modules:
Population health: Responsible Data Analysis, How to succeed in your online class?
Introduction, Structured data collection, Data privacy and security, Data description, Initial data analysis, To conclude
Introduction, Statistical Inference, Fundamentals of hypothesis testing, Choosing the right statistical test, Sample size calculation, To conclude
Introduction, Simple linear regression, Multiple linear regression, Logistic regression, Cox proportional hazards regression, To conclude
Introduction, Are most research findings false?, Interview, Data alone does not tell the whole story, Good statistical practice, To conclude, Course Conclusion
Course: 3D Printing Capstone
Modules:
Introduction to 3D Printing Capstone, About Professor Alex Larson, 3D Printing Disruption and Implementation
Problem Solving with Additive
Design and Development
Process and Production, Gies Online Programs
Course: Citizenship and the Rule of Law
Modules:
Citizenship and the Rule of Law, Background and Context, Syllabus and Learning Objectives, Welcome to Week 1 Introduction to the Rule of Law, Aristotle and the Rule of Law, Montesquieu and the Separation of Powers, A.V. Dicey and the Rule of Law, Lord Bingham's Conception of the Rule of Law, What Can We Expect From the Rule of Law?
Why are Independent Judges Important for the Rule of Law?, A Job For Life? Security of Tenure
Introduction to Equality, Children, Plessy v Ferguson, Brown v Topeka, Practical Equality
Barriers to Law, Legalese and Legal Aid, OPTIONAL VIDEO- Five Years of Public Legal Education, Alternative Dispute Resolution and Online Justice, Rule of Law Implications of Artificial Intelligence
Introduction, Sources of International Law, Remedies and  Complaints, Treaty Bodies and Committees
Introduction, Recent Legal Developments, An Abridged History of Business and Human Rights, The UN Guiding Principles on Business and Human Rights, Questions of Regulation and the Internet Sector, Challenges and developing practices in global supply chains, Well Done!
Course: Nanophotonics and Detectors
Modules:
Intro to Nanophotonics and Detectors, Intro to Quantum Cascade Lasers and Low-Dimensional Structures, Intro to Quantum Cascade Lasers, Density of States in Low Dimensional Structures, Quantum Dots, Part I, Quantum Dots, Part II
Confined Photons, Photon Confinement, Photon Density of States, Part I, Photon Density of States, Part II, Spontaneous Emission Enhancement, Micropillar Laser, Whispering Gallery Mode, Photonic Crystals
Introduction to Phontonic Detection, Introduction to Photonic Detection, Noise, Noise Equivalent Power, Detectivity
Introduction to Metal Insulator Semiconductor Structures, Metal Semiconductor Junction, Metal Semiconductor Junction Under Bias, Schottky Diode, Metal Insulator Semiconductor Devices, Surface States in Metal Insulator Semiconductor Devices, MIS Operation vs. Bias, MIS Devices, Calculation of Charge Storage Time, Dark Current
Introduction to CCDs and Photoconductors, Charge Coupled Devices, Photoconductors, Part I, Photoconductors, Part II, Metal Semiconductor, Metal Photoconductor
Introduction to P/N Junctions and Avalanche Photodiodes, Photodiode, Avalanche Photodiode, Lucky Electron Theory, Part I, Lucky Electron Theory, Part II, Diffusion Theory, New Theory of Impact Ionization, Current Response of Avalanche Photodiode, Part I, Current Response of Avalanche Photodiode, Part II, Excess Noise Factor, Superlattice APD, Part I, Superlattice APD, Part II
Course: ESG-focused Financial Products
Modules:
An Introduction to Green Assets - Course Overview, ESG-focused Financial Products: Benefits & Risks
GSSS Market Overview, Brief History & Growth of GSSS Issuance, Green Bonds: Consumer Composition and Considerations
Green Bond Performance & the Greenium Effect, Green Bonds: Further Evaluation of Issuers and Performance
Q&A: On ESG Scoring, Q&A: Addressing Green Bonds & Green Washing
ETFguide - Strategies for the Mindful Investor, ETFguide’s ETF Battles
Reading Reinforcements
Course: The Theory of the Firm
Modules:
1.1. Introduction to Production, 2.1. Demonstration: The Production of Tennis Balls, 2.2. The Production Process at a Glance, 2.3. A Numerical Example: Cooks in the Kitchen, 3.1. Fixed, Variable, and Total Costs, 3.2. Marginal Costs, 3.3. Cost Curves, 4.1. Back to Black Dog, 4.2. Applications
1.1. Introduction to Competitive Output, 2.1. The Maximizing Profit Assumption, 2.2. The Profit Equation, 2.3. The Profit Maximizing Rule, 3.1. Perfect Competition, 4.1. The Short-run Decision, 4.2. Long-run Competitive Output, 4.3. Using the Long-run Equilibrium Model, 4.4. The Long-run Supply Curve, 5.1. Conclusion to Competitive Output
1.1. Pricing with Market Power: An Introduction, 2.1. Market Structures With Pricing Power, 2.2. Sources of Market Power, 3.1. When Marginal Revenue is Less than Price, 3.2. Marginal Revenue and the Price Elasticity of Demand, 4.1. Perfect Price Discrimination, 4.2. Imperfect Price Discrimination, 4.3. Other Pricing Strategies, 5.1. The Social Cost of Market Power, 6.1. Pricing with Market Power: Conclusion
Course: Marketing Mix Fundamentals
Modules:
Course Trailer, Marketing Warfare: Intro to the Course, What is a Product? Product Definition and Product Levels, Product & Service Decisions, What is a Brand?, The Product Life Cycle, Planned Obselescence, Product Strategy Matrices: BCG Matrix, Product Strategy Matrixes: McKinsey/General Electric Matrix, Product Strategy Matrices: Ansoff Matrix
What is Price?, The Emergence of Internet Pricing, Internal Factors Affecting Price Definition, External Factors Affecting Price Definition, General Pricing Approaches 1: Cost-Based, General Pricing Approaches 2: Value-Based
Why are Marketing Channels so Important?, Key Factors in Designing a Distribution Channel, How to Manage Channels and Resolve Conflict, The Nature of Trade Marketing, How is Trade Marketing Evolving?, Expert Interview: Sixto Collazo, International Director of Loewe Perfumes S.A. (LVMH), Important Developments in Retailing, Retail Strategy and Multichannel Retailing, Global Growth Opportunities and Entry Strategies, The Emergence of Online Retail Channels
The Role of Marketing Communications, Developing Effective Communications, Establishing the Marketing Communications Budget, Deciding on the Marketing Communication Mix, Managing the Integrated Marketing Communications Process, Expert Interview: José María Rull, President and CEO of DDB Spain, Managing Media and Evaluating Effectiveness, Developing an Advertising Program, Sales Promotion, PR, Events and Experiences, Direct and Interactive Marketing, Developing the Sales Force, Expert Interview: Gabriel Saenz de Buruaga, Founder and Co-CEO of WINK, Transforming Through Digital, Trailer: The Marketing Plan
Course: أساسيات الإدارة الرشيقة | Lean Management Fundamentals
Modules:
مقدمة, مقدمة عن الإدارة الرشيقة, تاريخ الإدارة الرشيقة, أهداف الإدارة الرشيقة
تحديد القيمة من وجهة نظر العميل, تحديد مسارات تدفق القيمة, التحكم في انسياب تدفق القيمة, تطبيق نظام السحب, السعي إلى الكمال
الهدر في نظام الإدارة الرشيقة (Lean Management), أنواع الهدر, اللماذات الخمسة (The 5 Why’s), عظم السمكة (Fish Bone), مبدأ باريتو 20/80 (Pareto Principle)
التحسين المستمر أو "كايزن (Kaizen)", مؤشرات قياس الأداء (KPI’s), تنظيم موقع العمل (5S), خارطة تدفق القيمة (Value Stream Mapping)
دعم الإدارة العليا, ثقافة المنظمة, تدريب الموظفين, استعمال التكنولوجيا الحديثة, الخلاصة
Course: Software Engineering: Implementation and Testing
Modules:
Lecture 1-1 Introduction to Software Development, Lecture 1-2 Project Risks, Lecture 1-3 Project Planning
Lecture 2-1 Software Development Processes, Lecture 2-2 Agile, Lecture 2-3 Unified Process
Lecture 3-1 Defensive Programming, Lecture 3-2 Code Review, Lecture 3-3 Refactoring
Lecture 4-1 Debugging, Lecture 4-2 Configuration Management
Lecture 5-1 Testing, Lecture 5-2 Design Tests, Lecture 5-3 Basis Path Testing
Lecture 6-1 White Box Testing, Lecture 6-2 Black Box Testing, Lecture 6-3 Regression Testing
Lecture 7-1 Perform Tests, Lecture 7-2 Unit/Integration/System Testing, Lecture 7-3 Acceptance Testing Example
Course: Issues in Supply Chain Management
Modules:
Course Overview, Meet Your Instructor | Dr. Gary D. Schnitkey, Meet Your Instructor | Paul B. Stoddard, Meet Your Instructor | Ailie Elmore, Meet Your Instructor | Dr. Joana Colussi, Introduction, Corn & Soybeans, Global Trade of Fruits, Vegetables, Coffee, and Cocoa, Currency Impacts on Trade, Module 1 Key Takeaways
Introduction, Agricultural Trade, Free Trade, Food Labeling, Tariffs, Sanitary and Phytosanitary Requirements, Trade Disputes: WTO Basic Functions, Panel Discussion: Issues Related to Global Trade, Module 2 Key Takeaways
Introduction, Continued Growth of Agriculture in South America, Implications from World and Economic Disruptions, Supply Chain Issues in Africa, Sustainabilty Issues, Module 3 Key Takeaways
Introduction, Vertical Farming, Plant-based Meat & Milk, Lab-Produced Meat, Insect Proteins, Panel Discussion: Feeding the World vs. Sustainability Concerns, Module 4 Key Takeaways, Course Wrap-up, Global Agriculture and Supply Chains | Graduate Certificate Course
Course: Cloud Essentials for Business Leaders - Education
Modules:
Cloud Essentials for Business Leaders - Education
Course: Estratégia competitiva
Modules:
Introdução, Configuração de jogo, Eliminação das estratégias dominadas, Equilíbrio de Nash, Dilema do prisioneiro, Configuração de jogo, Indução reversa, Ameaças plausíveis, Encerramento
Introdução, Motivos para cooperação, Repetição finita, Indução reversa, Jogos repetidos II: Repetição infinita, Fatores que influenciam a cooperação, Compromisso agressivo, Compromisso cooperativo, Encerramento
Introdução, Complementos: Exemplos e definições, Estratégias genéricas, Externalidades positivas, Exemplos, Parcerias estratégicas, Encerramento
Introdução, Atratividade do mercado, Barreiras estruturais de entrada, Barreiras estratégicas de entrada, Compromisso/Reconfiguração da cadeia de valor, Estratégia econômica Judo/Nicho de mercado, Barreiras estruturais de entrada/compromisso, Limitar a precificação/Precificação predatória, Apropriação, Encerramento
Introdução, Estágios de P&D, Tipos de inovação, Mercado competitivo, Monopólio, Monopólio com ameaça de entrada, Inovação em concorrência, Patentes adormecidas, Encerramento
Introdução, Modelo teórico, Ajustando as hipóteses de modelo, Introdução, Diferenciação horizontal, Diferenciação vertical, Estratégias genéricas, Paralisado no meio, Encerramento
Course: IBM COBOL Software Development Practices
Modules:
Course Introduction and Objectives, Course Modules, Get Familiar with the Skytap Lab Environment
Module 2 Introduction and Objectives, COBOL as a Self-Documenting Language, COBOL as a Self-Documenting Language in Your Reading, Documentation Usage and Audience, Documentation Usage and Audience in Your Reading, Documenting the Un-Documented, Documenting the Un-Documented in Your Reading, Module 2 Completed Objectives
Module 3 Introduction and Objectives, Identify Changes, Decide How Much to Change, Analyze Existing Code with Modern Tools, Module 3 Completed Objectives
Module 4 Introduction and Objectives, Managing Bugs, Managing Bugs in Your Reading, Ticketing Systems, Ticketing Systems in Your Reading, Technical Support, Technical Support in Your Reading, Module 4 Completed Objectives
Module 5 Introduction and Objectives, Project Management Concepts, Project Management Concepts in Your Reading, Agile and Scrum Project Management Concepts, Agile and Scrum Project Management Concepts in Your Reading, Project Management Core Competencies, Project Management Core Competencies in Your Reading, Module 5 Completed Objectives
Completed Course Objectives, Group Discussion
Course: Agroforestry III: Principles of Plant and Soil Management
Modules:
Instructor Welcome, Companion Textbook
Lesson 3a Part 1, Lesson 3a Part 2, Lesson 3a Part 3, Lesson 3a Part 4
Section 3b Part 1, Section 3b Part 2