dipopotamus/custom_instruct_coursera_course_module_list huggingface dataset:
Course: Introduction to Advanced Calculus
Modules:
Welcome and introduction to Week 1, Differential Calculus Revision (a), Differential Calculus Revision (b), The Mean Value Theorem (a), The Mean Value Theorem (b), L'Hopital's Rule and Rates of Growth (a), L'Hopital's Rule and Rates of Growth (b), The Intermediate Value Theorem (a), The Intermediate Value Theorem (b), Newton's Method (a), Newton's Method (b), Hyperbolic Functions (a), Hyperbolic Functions (b)
Introduction to Week 2, Integral Calculus Review (a), Integral Calculus Review (b), Integration by Substitution Review, Early vs Late Transcendentals (a), Early vs Late Transcendentals (b), Integration by Parts, Integration by Parts - bonus video, Method of Partial Fractions (a), Method of Partial Fractions (b), Volumes and Surface Areas of Revolution (a), Volumes and Surface Areas of Revolution (b), Length of a Curve and Work (a), Length of a Curve and Work (b), Improper Integrals (a), Improper Integrals (b), Improper Integrals - bonus video
Introduction to Week 3, Sequences (a), Sequences (b), Geometric and Harmonic Series (a), Geometric and Harmonic Series (b), Tests for Convergence (a), Tests for Convergence (b), Series Representations of Functions (a), Series Representations of Functions (b), Taylor and Maclaurin Polynomials (a), Taylor and Maclaurin Polynomials (b)
Introduction to Week 4, Separable Differential Equations (a), Separable Differential Equations (b), Equilibrium Solutions, First Order Linear Differential Equations (a), First Order Linear Differential Equations (b), Second Order Linear Differential Equations With Constant Coefficients (a), Second Order Linear Differential Equations With Constant Coefficients (b), Introduction to Simultaneous Differential Equations, Using the Matrix Exponential to Solve Differential Equations (part 1), Using the Matrix Exponential to Solve Differential Equations (part 2)
Course: Introduction to International Criminal Law
Modules:
From Nuremberg to the Hague
Peace Versus Justice
Terrorism and Piracy
Unique Modes of Liability
Specialized Defenses
Gaining Custody of the Accused
Pre-Trial Issues
Maintaining Control of the Courtroom
Course: Operations Management: Organization and Analysis
Modules:
Welcome to Operations Management: Organization and Analysis, Meet Professor Gopesh Anand, Meet Professor Ujjal Mukherjee, Learn on Your Terms, Defining Operations Management, Input-Process-Output Model, Application of IPO, Strategy and Alignment, Implementation Steps, Investments and Organization, Tradeoffs and Combinations, Manufacturing and Service Orientation, Managing Service Operations
Process Arrangements and Operations Strategy, Types of Process Arrangements, Process Arrangements for Competitive Differentiatiaon, Process Mapping, Metrics to Assess Performance, Little's Law, Little's Law Applications, Activities Within Processes, Capacity Utilization
Inventory Concepts and Functions, Types and Classifications of Inventories, Inventory Cycle, Inventory Process, Cash Cycle, and Inventory Metrics, Inventory Costs, Inventory Models EOQ, EOQ Costs and Reorder Point, Robustness of EOQ – Sensitivity Analysis
Understanding Demand Uncertainty, Normal Distribution, One Shot Inventory Decisions – Newsvendor Model, Multiple Inventory Ordering – Review Policies, Continuous Review Policy, Periodic Review Policy, Summary of Inventory Management, Course Conclusion
Course: HPE Aruba Networking Basics (Arabic)
Modules:
مقدمة عن الدورة, برنامج الجزء الأول من الدورة, ماهي شبكات الحاسوب؟ التمرين العملي الأول, طبقات الشبكة و التغليف, الطبقة الأولى و الثانية, تحضير و إعداد المعمل للتمارين العملية في هذه الدورة, التمرين العملي الثاني, الطبقات من الثالثة الى السابعة, التمرين العملي الثالث
برنامج الجزء الثاني من الدورة, التحويل و المحولات  Switches, الشبكات الافتراضية VLAN, التمرين العملي الأول, ربط السويتشات و إضافة علامات للشبكات الافتراضية TAGs  باستخدام بروتوكول  802.1Q, التمرين العملي الثاني, الحلقات و تجنبها باستخدام مجموعات الربط Loops, Spanning Tree and LAGs, التمرين العملي الثالث
مقدمة و شرح  برنامج الجزء الثالث من الدورة, تصميم  الشبكات من مستويين و من ثلاثة مستويات, التوجيه و بوابات الوصول للانترنت Routers and Gateways, جدول التوجيه و عملية التوجيه بين الشبكات الافتراضية Inter-VLAN Routing, التمرين العملي الأول, التوجيه الثابت Static Routing, التمرين العملي الثاني, بروتوكولات التوجيه Routing Protocols, بروتوكول التوجيه الديناميكي OSPFv2, التمرين العملي الثالث
Course: Getting Started with Google Kubernetes Engine - 日本語版
Modules:
コースの概要
はじめに, クラウド コンピューティングと Google Cloud, Google Cloud コンピューティング サービス, Google ネットワーク, リソース管理, 課金, Google Cloud の操作, ラボの概要: Cloud コンソールと Cloud Shell にアクセスする, Coursera: Google Cloud Platform と Qwiklabs を使用する
はじめに, コンテナ, コンテナ イメージ, ラボの概要: Cloud Build を使ってみる, Kubernetes, Google Kubernetes Engine（GKE）
はじめに, Kubernetes のコンセプト, Kubernetes コンポーネント, GKE Autopilot と GKE Standard, オブジェクトの管理, ラボの概要: GKE Autopilot クラスタをデプロイする
はじめに, kubectl コマンド, イントロスペクション, ラボの概要: Cloud Shell から GKE Autopilot クラスタをデプロイする
コースのまとめ
Course: Google Docs
Modules:
Course introduction, Agenda
Introduction to Google Docs
Compose a Google Doc, Activities 1 and 2 explained
Enhance your Google Docs, Add links and bookmarks, Images, tables and drawings, Activity 3 explained, Insert a linked chart
Share your Google Docs, Activity 4 explained, Publish and download a Google Doc, Activity 5 explained
Collaborate with Google Docs, Activity 6 explained, Integration with Gmail and Chat
Google Docs tools, Use Google Explore, Other Google Docs features
Business challenge overview, Business challenge explained, Wrap up
Course: Preparing to Manage Human Resources
Modules:
Video: Welcome to the HRM Specialization!, Video: Embrace Your Role as a Manager (Course Introduction), Video: About the Instructor, Video: Human Resources? That’s Not Very…, Video: HR Basics, Video: The Historical Evolution of HRM, Video: Contrasting Organizational Strategies, Video: Alternative Managerial Styles, Video: External Influences on HR Strategies, Video: The Importance of Organizational Strategy for HR Strategy, Video: Speed Dating with HR Executives, Video: Ideas Matter
Video: Why Worry about Why Employees Work?, Video: The Many Meanings of Work, Video: Working for Money, Video: The Daily Grind, Video: Opportunism and Shirking, Video: Incentives, Incentives, Incentives, Video: Information Signals and Screens, Video: The Commodification of Work, Video: Labor Supply and Demand, Video: Labor as More than a Commodity
Video: Work is About More Than Money, Video: Seeking Fulfillment from Work, Video: Finding Identity in Work, Video: Society Expects Me To Work, Video: Caring for Others, Video: Serving Others, Video: Fairness and Justice, Video: The Power and Limitations of Theories of Human Behavior, Video: Work Complexities Mean Managing is Complex
Video:  The Goals of Every People Manager, Video: You Can’t Always Do What You Want, Video: Managing Unionized Employees, Video: The Front Stage, Backstage Manager, Video: The Employment-at-Will Baseline, Video: But True Employment-at-Will Doesn't Exist, Video: Disciplining and Dismissing Employees for Just Cause, Video: It’s a Complicated Legal World for Managers, Video: U.S. Employment Law, Video: U.S. Labor Law, Video: Employment and  Labor Law: Non-U.S. Examples, Video: Pay Attention to the Law, But Don't Be Paralyzed By It, Course Re-cap: Putting it All Together, Video: Interview with HR VP, (Optional) Video: Careers in HRM, Video: Looking Ahead to the Other Courses
Course: Understanding Google Cloud Operations and Security בעברית
Modules:
מבוא לקורס
מבוא, ניהול עלויות בענן – היסודות, העלות הכוללת של בעלות, השיטות המומלצות לניהול עלויות ב-Google Cloud
מבוא, מושגי יסוד: פרטיות, אבטחה, תאימות וזמינות, האתגרים המשמעותיים ביותר כיום בתחום של אבטחת סייבר, מודל האחריות המשותפת – חלק א', מודל האחריות המשותפת – חלק ב', ניהול זהות וגישה, היררכיה של משאבים
מבוא, אתגרים בנושא פיתוח ותפעול של IT, DevOps ו-SRE, כלי מעקב אחר משאבים ב-Google Cloud
סיכום
Course: Explore Core Data Concepts in Microsoft Azure
Modules:
Introduction to the program, Introduction to the course, Job roles in the world of data​, DP-900: Microsoft Azure AI Fundamentals certification, Microsoft expert interview, Lesson Introduction, Identify the need for data solutions, Identify types of data and data storage, Describe the difference between batch and streaming data, Lesson summary, Lesson introduction, Explore job roles in the world of data, Review tasks and tools for database administration, Review tasks and tools for data engineering, Review tasks and tools for data visualization and reporting, Lesson summary, Introduction to Azure, The benefits of cloud computing, What is Azure?, Case study introduction, The benefits of cloud computing, Cloud service models, Types of cloud service models, What are public, private, and hybrid clouds?
Lesson Introduction, The characteristics of relational data, Explore relational data structures, Choose the right platform for a relational workload, Lesson summary, Lesson Introduction, Explore the characteristics of non-relational Data, Explore non-relational data structures​, Choose the right platform for a non-relational workload, Lesson summary, Lesson introduction, Data ingestion and processing, Data visualization, Data analytics, Weekly summary
Course: Tricky English Grammar
Modules:
Course Introduction, Meet the Instructors
Week 1 Introduction, Count and Noncount Nouns Review Lecture, Count and Noncount Noun Mistakes Lecture, Articles Review Part 1 Lecture, Articles Review Part 2 Lecture, Articles Review Part 3 Lecture, Mistakes with Articles Part 1 Lecture, Mistakes with Articles Part 2 Lecture, Quantifiers Part 1 Lecture, Quantifiers Part 2 Lecture, Quantifiers Part 3 Lecture, Quantifiers Part 4 Lecture
Week 2 Introduction, Gerunds and Infinitives Part 1 Lecture, Gerunds and Infinitives Part 2 Lecture, Requests and Permission Lecture
Week 3 Introduction, Confusing Pronouns Lecture, Confusing Adjectives and Adverbs Part 1 Lecture, Confusing Adjectives and Adverbs Part 2 Lecture, Confusing Nouns and Verbs Part 1 Lecture, Confusing Nouns and Verbs Part 2 Lecture, Confusing Prepositions Lecture
Week 4 Introduction, Phrasal Verbs Review Lecture, Problems with Phrasal Verbs Lecture, Collocations Review Lecture, Tricky Collocations Lecture, Tricky English Review
Course: Transferencia de momentum, calor y masa computacional
Modules:
Bienvenida al curso
Ecuaciones de conservación de momentum, energía y masa, Derivación de un perfil de velocidad utilizando las ecuaciones de conservación, Perfil de velocidad para flujo laminar en estado estacionario de un fluido Newtoniano en una tubería circular, Gráficos de perfiles de velocidad y esfuerzos cortantes utilizando Python, Gráficar perfiles de velocidad 2-D
Balances macroscópicos, Método numérico directo para la resolución de un problema de extracción líquido-líquido en estado estacionario, Resolución numérica de sistemas de ecuaciones diferenciales ordinarias, Implementación del método solve_ivp de Python para la resolución de problemas a los valores iniciales.
El método de diferencias finitas, Discretización de la ecuación de conservación de energía para enfriamiento convectivo, Enfriamiento de un fluido por convección natural, Resolución de problema no lineal de enfriamiento por convección y radiación
Problema a los valores iniciales y de contorno, Solución numérica de problemas a los valores iniciales y de contorno, Imprementación computacional del método FTCS para resolver el enfriamiento convectivo unidimensional no estacionario de una barra, Cálculo de cantidades de interes ingenieril durante el enfriamiento convectivo unidimensional no estacionario de una barra
Transferencia de masa bidimensional en estado estacionario, El método de sobre-relajación sucesiva para ecuaciones elípticas, Difusión en dos dimensiones, Implementación de condiciones de borde no homogéneas - Método SOR
Cierre del curso, Agradecimientos
Course: Arranging for Songwriters
Modules:
Welcome!, Meet Your Instructors: Bonnie Hayes, Meet Your Instructors: Sarah Brindell, Connect with Your Classmates, Course Resources, Earn A Course Certificate
Arranging for Recording vs. Arranging for Live Performances, Deciding What's Right for the Tune
Developing A Feel for Your Song, Finding the Right Key, Vocals and Rhythm
What is Groove?, The Low End - Bass
Using Synthesizers in Your Arrangements, Strings, Horn Arrangements, The Primacy of the Lead Vocal, Wrap-up
Course: Psicología de la salud
Modules:
Aspectos relevantes de la Psicología de la salud., Aspectos relevantes del modelo bio-psicosocial en la psicología de la salud.
Puntos importantes en la promoción de la salud, Puntos importantes en la modificación de los habítos de salud.
Aspectos culturales e individuales de la concepción de muerte, Factores de riesgo y tratamiento de las enfermedades crónico-degenerativas
Aspectos relevantes en la Psiconeuroinmunoendocrinología (PNIE), Historia y beneficios de la Psicooncología, Entrevista con el Experto
Course: Digital Business - Capstone project
Modules:
Presentation
Presentation of the case study, LVMH Group and products, LVMH know-how, How to get digital (insights from BCG)
Case presentation, Introduction - Huawei : past and present, (Current) controversies: 5G as a backdoor?, Huawei answers: the founder interview
Case Presentation, Energysquare founders interview, CES in Las Vegas, Best of Innovation Award CES 2019, Explanations before starting the case, Energysquare on Kickstarter, Behind the scenes of Energysquare's Kickstarter campaign, Simon Sinek conference, Computex in Taipei, Interview of an expert (part 1), Interview of an expert (part 2)
Course: Initiation au projet : Démarrer un projet réussi
Modules:
Introduction au cours 2, Pourquoi l'initiation d'un projet est-elle indispensable?, Éléments clés de l’initiation d’un projet, Afsheen : Écouter pour apprendre, Synthèse
Introduction : Définir les objectifs, la portée et les critères de réussite du projet, Déterminer les objectifs et les produits livrables du projet, Comment définir des objectifs SMART, Naviguer dans les évaluations par les pairs/auto-évaluations, Introduction aux OKR, Déterminer la portée d’un projet, Suivi et maintien de la portée d’un projet, Gérer les modifications apportées à la portée d’un projet, Torie : L’importance de rester dans la portée, Lancement et aboutissement d’un projet, Définir les critères de réussite, Synthèse
Introduction : Travailler efficacement avec les partenaires, Accessibilité pour les gestionnaires de projet, Choisir une équipe de projet, Définition des rôles de projet, John : L’importance d’une équipe de projet, Réalisation d’une analyse des partenaires, Éléments d’un graphique RACI, Témoignage de certifiés : Rester motivé dans le programme, Synthèse
Introduction : Utilisation de ressources et d’outils pour la réussite du projet, Ressources essentielles pour le projet, La valeur de la documentation du projet, Propositions et chartes de projets 101, Élaboration d’une charte de projet, Utilisation d’outils pour une gestion de projets efficace, Explication des types d’outils de gestion de projets, Outils de gestion de projets courants, Amar : Les outils sont nos meilleurs amis., Résumé du cours
Course: Compensation and Benefits
Modules:
HRCI Human Resources Associate Professional Certificate Introduction, Course Overview: Compensation and Benefits, Instructor Introduction, Weekly Introduction: Introduction to Compensation and Benefits, Compensation and Benefits (CAB), Compensation Systems, Base Wage or Salary, Incentives, Benefits, Salaried and Hourly Jobs, Overtime, On-call and Call-back Pay, Reporting Pay, Hazard Pay, Geographic Pay, Weekly Review: Introduction to Compensation and Benefits
Weekly Introduction: Organization Structure and Compensation, Compensation Considerations, Competitive Pay, Job Pricing, Pay Rates and Pay Ranges, Pay Gaps, Incentives, Raises, Job Evaluation, Pay Ranges and Broadbanding, Wage Compression, Compa Ratio, Internal and External Equity, Pay and Salary Surveys and Market Compensation, Example: Determining Base Salary, Pay for Performance, Commissions, Merit Pay, Group Incentive Pay, Profit Sharing, Skill Pay, Service Awards, Spot Bonus, Tailoring Incentives to Your Organization, Weekly Review: Organization Structure and Compensation
Weekly Introduction: Benefits, Employers and Benefits, Total Rewards Strategy and Statement, The Cost of Benefits, How Employers Reduce the Cost of Benefits, Healthcare and Its Challenges, Different Components of Health Benefits, Health Insurance Plans, Other Insurance Benefits, Social Security and Medicare, Benefits and Work-Life Balance, Family and Medical Leave Act (FMLA), Childcare Benefits, Employee Assistance Programs (EAPs), Time-off Allowances, Volunteer Time-off, Remote Work, Relocation Assistance, Tailoring Your Benefits Strategy, Retirement Plan Fundamentals, Qualified Retirement Plans, 401(k) Plans, IRA and Roth IRA, 457 Plans, Simplified Employee Pension Plan, Weekly Review: Benefits
Weekly Introduction: Payroll and Benefit Technology and Design, Payroll Introduction, Payroll Schedules, Record Keeping, Human Resource Information Systems (HRIS), Selecting Your HRIS, Example: Using an HRIS, Data Storage, Data Disposal, Reporting, Claims Processing and HR, Workers' Compensation, Wage and Hour Claims, Disability Benefits Claims, FMLA Violation Claims, Weekly Review: Payroll and Benefit Design, Congratulations!
Course: Guided Imagery
Modules:
Introduction to the Course, What Is Guided Imagery?, Types of Guided Imagery, How Can You Use Guided Imagery?
Harnessing Our Imagination, Stress, Imagination, and Relaxation, How to Elicit the Relaxation Response, Listen and Practice: Guided Imagery for Relaxation, What Is an Inner Advisor?, Listen and Practice: Your Inner Advisor
Consider the Evidence, Assessing Patients, See a Patient Assessment In Action, Finding Guided Imagery Recordings and Scripts, Evaluating Guided Imagery
The Role of Music, Music and Entrainment, How Does Music Influence Imagery?, Choosing Music, Writing Your Own Script, Imagery Without a Script
Elements of Effective Guiding, Video Tips for Recording
How to Evaluate If Your Guided Imagery Was Effective, The Wide World of Imagery, Call to Action
Course: Proyecto final: Aplicación de la gestión de proyectos en el mundo real
Modules:
Introducción al Curso 6, Estatutos del proyecto: Propósito y componentes, Estatutos del proyecto: Alineación de partes interesadas, Estatutos del proyecto: Redacción de objetivos SMART, Estatutos del proyecto: Definición del alcance, los beneficios y los costos, Afsheen: Iniciar un proyecto de manera efectiva, Realizar un análisis de los interesados, Encontrar soluciones de beneficio mutuo, Stanton dice: Gestión de los cambios de alcance con los interesados, Ejercer influencia en las negociaciones, Cierre
Introducción: Desarrollar un plan de proyecto, Identificar las tareas del proyecto: Análisis de la documentación, Identificar las tareas del proyecto: Realizar una investigación en línea, Identificar las tareas del proyecto: Análisis de conversaciones clave, Ordenar tareas e identificar hitos, Estimación de tiempo: Formular las preguntas correctas, Estimación de tiempo: Estimación de tres puntos, Estimación de tiempo: Aplicar calificaciones de nivel de confianza, Estimación de tiempo: Negociación efectiva de la estimación de tiempo, Estimación de tiempo: Negociar con empatía, Torie: Practicar la empatía como gerente del programa, Cierre
Introducción: Mantener la calidad, Conceptos clave de gestión de la calidad, Definición de estándares de calidad, Crear preguntas de evaluación, Determinación de los indicadores de evaluación, Desarrollo de una encuesta, Entrega de una presentación de evaluación, El valor de las retrospectivas, Retrospectivas: Fomentar la participación, Retrospectivas: Fomentar la responsabilidad, Retrospectivas: Abordar la negatividad, Dana: Liderar con retrospectivas positivas, Cierre
Introducción: Comunicación efectiva con los interesados, Comunicación de problemas del proyecto, Chris: El arte de resolver problemas, Conectar los problemas del proyecto con las metas, Escribir correos electrónicos para elevar un problema, Laura: Mejores prácticas de comunicación con los interesados, Completar un informe de cierre, Informe de impacto del proyecto, Cierre, Informe de cierre personal, Lograr una presentación concisa, El método STAR, Entrevistas remotas, Consejos de los empleados de Google para entrevistas, Felicitaciones de parte de tus instructores, Explorar oportunidades profesionales
Course: Fundamentos del Liderazgo con Goldman Sachs 10,000 Women
Modules:
Bienvenida, Valores fundamentales y suposiciones, ¿Cómo lideran las mujeres?, La importancia de la cultura de la empresa, Definir tu Declaración de Visión
Course: Public Speaking and Presentations
Modules:
Welcome to Public speaking and presentations!
Practice the solution: Responding with an elevator pitch, Infographic: Elements of a confident response, Getting to the point: Key takeaways
Practice the solution: Preparing an informal presentation, Infographic: Finding credible information, Informing with a message: Key takeaways
Practice the solution: Engaging others with storytelling, Infographic: ABDCE worksheet, Storytelling is everywhere: Key takeaways
Practice the solution: Delivering a persuasive speech, Infographic: Presenting a persuasive argument, Making a strong argument: Key Takeaways
Final Thoughts
Course: Stratégies de communication à l’ère du virtuel
Modules:
Bienvenue dans le cours !, À quoi pouvez-vous vous attendre ?, Les 3 pièges de la communication, Premier piège - Parler à la troisième personne, Deuxième piège - Parler dans un langage formel, Troisième piège - Parler en donnant trop de détails, Idées reçues, avantages et inconvénients, Trois types d'équipes à distance, Confessionnaux, Faire preuve de délicatesse
Peut-on abuser des bonnes choses ?, (Qualité d’une conversation à tour de rôle) + (Sécurité psychologique) = Génial, Génial et interactif, Qu'est-ce qu'une question ?
Styles de communication, Hostile (listes à puces et catégories), Indifférent (aide et conseil), Non informé (empathie et point de vue), Favorable (tout et tout le monde), Motivations sous-jacentes, Réussite, Affiliation, Pouvoir, Questions, Questions fermées, Questions ouvertes, Questions stratégiques, Négociation fondée sur les positions ou de principe
Règle des 5 %, Aire 47, Énoncé de présentation d’objectif, Phrase slogan, Règle du nombril, La règle de la paresse, Impact supérieur de l’image
Course: Fundamentos de las Operaciones con Goldman Sachs 10,000 Women
Modules:
Bienvenida, Examinar los beneficios de la mejora de los procesos: los principios, Evaluar los procesos de tu empresa, Perfeccionar los procesos para ganar una ventaja competitiva, Identificar indicadores adecuados para su evaluación
Course: Discrete Mathematics
Modules:
Introduction to the course, Sets, Relations, Functions
Partial orderings: basic notions, Mirsky's and Dilworth's Theorem
How to Count Functions, Injections, Permutations, and Subsets, Evaluating Simple Sums, Pascal's Triangle
Combinatorial Identities, Estimating the Binomial Coefficient, Excursion to Discrete Probability: Computing the Expected Minimum of k Random Elements from {1,...,n}
Asymptotics and the O( )-Notation
Basic Notions and Examples, Graph Isomorphism, Degree, Graph Score, Graph Score Theorem
Graphs and Connectivity, Cycles and Trees, An Efficient Algorithm for Isomorphism of Trees
Eulerian Cycles, Hamilton Cycles - Ore's and Dirac's Theorem
Minimum Spanning Trees, The Number of Trees on n Vertices
Flow Networks, Flows, Cuts: Basic Notions and Examples, Flow Networks: The Maxflow - Mincut Theorem
Matchings in Bipartite Graphs - Basic Notions and an Algorithm, Matchings in Bipartite Graphs: Hall's and König's Theorem, Partial Orders: Dilworth's Theorem on Chains and Antichains
Course: Recording in Journals & Posting in Ledgers
Modules:
Recording Transactions in the General Journal, Recording Transactions in the General Journal Walkthrough, Activity Walkthrough
Posting Transactions from the General Journal to the Ledger, Posting Transactions Walkthrough, Activity Walkthrough
The Trial Balance & Correcting Entries, Creating a Trial Balance, Activity Walkthrough
Accrual Accounting vs. Cash Accounting, Accrual vs. Cash Accounting Examples, Activity Walkthrough
Course: Modelos de empresa familiar: del capitán al grupo inversor
Modules:
La dicotomía entre pensar y actuar, Modelo de empresa familiar, Modelo 1. El capitán, Modelo 2. El emperador, Modelo 3. Equipo familiar, Modelo 4. Familia profesional, Modelo 5. Corporación, Modelo 6. Grupo de inversión familiar
La estructura como sistema interrelacional, De Capitán a Emperador, Equipo familiar, Familia profesional, Corporación
Cambio mental, La sucesión del Capitán y del Equipo Familiar, La sucesión del Emperador, Cambio de modelo, La sucesión en la Familia Profesional, Cambio de modelo
Triángulo de la empresa familiar, Arquitectura del grupo familiar
Course: Google Cloud Customer Care Fundamentals - 简体中文
Modules:
课程简介
Google Cloud Customer Care 简介, 日志数据清理
提交支持请求, 问题排查和调查, 上报支持请求
解决支持请求
Course: Pesquisa de Mercado e a Gestão Estratégica de Marketing
Modules:
Marketing 101, Estratégia de Marketing e Decisão Gerencial, Sistema de Informações de Marketing, O Consumidor e a Gestão de Marketing, Aspectos Psicológicos do Comportamento do Consumidor, O Consumidor e a Comunicação
STP: Segmentação, Modelo STP: Tipos de Segmentação, Modelo STP: Targeting (Alvo), Modelo STP: Posicionamento, Modelo STP: Posicionamento e Mapas Perceptuais, Modelo STP: Declaração de Posicionamento
Introdução, Do Marketing Tradicional ao Marketing em Startups, Tomada de Decisão Baseada em Experimentos - Parte 1, Tomada de Decisão Baseada em Experimentos - Parte 2, Teste de Canais – Canais Físicos, Teste de Canais – Canais Digitais, Bullseye Framework, Bullseye Framework na Prática
Marketing de Transação x Marketing de Relacionamento, Comunicação, Diálogo e Satisfação, Buscando Feedbacks para a Cocriação, Customer Lifetime Value e a Jornada do Cliente - Parte 1, Customer Lifetime Value e a Jornada do Cliente - Parte 2, Novos Produtos e Formas de Receita (Evolução por Plataforma) - Parte 1, Novos Produtos e Formas de Receita (Evolução por Plataforma) - Parte 2
Course: Data Science for Business Innovation
Modules:
Welcome and Introduction, Data-driven Decision Making for Data-centric Organizations, What's Big Data? How Does It Relate to Data Science?
Success Story: Data Science at Netflix, Machine Learning, Solving Problems: Programming vs. Machine Learning
Linear Regression for Price Prediction, Classification of User-generated Content to Recommend Restaurants, Product Recommendation Using Decision Trees and Random Forests, Hiring Employees Using Logistic Regression, K-means Clustering
Data Science Challenges, Conclusions
Course: The City and You: Find Your Best Place
Modules:
Introduction to the Covid-19 Module, Course Overview - The City and You (Instructor Video), What The City and You  is About & How It Will Benefit You (Instructor Video), Why Cities Matter (Instructor Video), Richard Florida Week 1 Follow-up - Cohort 1, Richard Florida Week 1 Follow-up - Cohort 2, Richard Florida Week 1 Follow-up - Cohort 3, Richard Florida Week 1 Follow-up - U of T Alumni Edition
A World of Cities (Instructor Video), Opportunities & Challenges of Global Cities (Instructor Video: includes discussion of the exercise for this week), Richard Florida Week 2 Follow-up - Cohort 1, Richard Florida Week 2 Follow-up - Cohort 2, Richard Florida Week 2 Follow-up - Cohort 3, Richard Florida Week 2 Follow-up - U of T Alumni Edition
The Creative City (Instructor Video), Technology, Talent and Tolerance in the Creative City (Instructor Video), How Cities Spur Creativity (Instructor Video: includes discussion of the exercise for this week), Richard Florida Week 3 Follow-up- Cohort 1, Richard Florida Week 3 Follow-up- Cohort 2, Richard Florida Week 3 Follow-up- Cohort 3, Richard Florida Week 3 Follow-up - U of T Alumni Edition
The New Urban Crisis (Instructor Video), Gentrification and the Divided City (Instructor Video: includes discussion of the exercise for this module), Richard Florida Week 4 Follow-Up- Cohort 1, Richard Florida Week 4 Follow-Up Cohort 2, Richard Florida Week 4 Follow-Up Cohort 3, Richard Florida Week 4 Follow-up - U of T Alumni Edition
How the Coronavirus will Reshape Cities, Reinforcing Existing Divides, How Cities can Reopen After the Covid-19 Pandemic
Find Your Best Place (Instructor Video), Use the Place-Finder Tool to Find Your Best Place (Instructor Video: includes discussion of the final assignment), Richard Florida Final Remarks, Richard Florida Week 5 Follow-up and Final Remarks - Cohort 1, Richard Florida Week 5 Follow-up - Cohort 2, Richard Florida Week 5 Follow-Up Cohort 3, Richard Florida Week 5 Follow-up - U of T Alumni Edition
Course: AWS Mainframe Modernization Replatform with Micro Focus Getting Started
Modules:
AWS Mainframe Modernization Replatform with Micro Focus
Course: Financial Markets
Modules:
Welcome video, Financial Markets Introduction, Your Teaching Assistant, Arun!, Good and Evil, VaR and Stress Tests, S&P 500, Joe McNay Story, Distribution and Outliers, Chalk Talk - Covariance, Insurance Fundamentals, Insurance Milestones, Insurance is a Local Phenomenon, Health Insurance, Disasters, Eggs in One Basket, Salon - Risk, CAPM, Chalk Talk: Beta, Chalk Talk: CAPM and Diversification, Short Sales, Calculating the Optimal Portfolio, Efficient Portfolio Frontier, Chalk Talk - Gordon Growth Model
Invention Takes Time, Salon - Innovation, Limited Liability, Inflation Indexed Debt, Unidad de Fomento, Real Estate: Risk Management Devices, Forecasting, Intuition of Efficiency, Price as PDV, Doubting Efficiency, Introduction to Behavioral Finance, Prospect Theory, Chalk Talk - More on Prospect Theory, Logical Fallacies, The Brain, Magical Thinking, Personality Disorders
1982 Savings Account, Federal Funds and Interest Rates, Compound Interest, Discount Bonds, Consol and Annuity, Forward Rates and Expectation Theory, Inflation, Leverage, Market Capitalization by Country, The Corporation, Shares and Dividends, Common vs. Preferred, Corporate Charter, Corporations Raise Money, Dilution, Share Repurchase, PDV of Expected Dividends, Why do firms pay dividends?
Salon - Recessions, History of Mortgage Lending, Commercial Real Estate Vehicles, Mortgages, part 1, Mortgages, part 2, PMI, CMOs, CDOs, Post Crisis Regulation, Chalk Talks - Excess Reserves, The Bubble, part 1, The Bubble, part 2, The Bubble, part 3, Salon - Bubbles, Regulation Overview, Salon - Regulation and housing, Within Firm Regulation, part 1, Within Firm Regulation, part 2, Trade Groups, Local Regulation, National Regulation, part 1, National Regulation, part 2, National Regulation, part 3, International Regulation
Salon - Student Loans, Forwards and Futures Introduction, Forward Contracts, Futures Contracts, Rice Futures, Wheat Futures, Buying, Selling, and Settlement, Fair Value in Futures Contracts, Oil Futures, SPI & FFR Futures, Options Overview, Reading Options Pricing, Why Options exist, Ubiquity of Options, Put / Call parity, Using Options to Hedge
Investment Banks Introduction, The Underwriting Process, IPOs, Goldman Sachs and John Whitehead, Ratings Agencies, Glass Steagall, Net Worth of the US, The Prudent Person, Salon - Advisors, Mutual Funds and ETFs, Brokers and Dealers, Exchanges, Limit Order Book, High Frequency Trading, Payment for Order Flow, Government Debt, Government involvement in Corporations, Municipal Finance, Government Social Insurance
Nonprofits, Cooperatives, Alternative Forms, Salon - Public vs. Private, Critics of Modern Finance, Democratization of Finance, Salon - Democratization of Finance, Finance and War, Finance and Population Growth, The Importance of Financial Theory, Wealth and Poverty, Your Career and Finance, Interview with Roger Ferguson, Interview with Lei Zhang, Guest Georgia Keohane
Course: Academic Listening and Note-Taking
Modules:
Course Introduction, Meet the Teachers
Week 1 Introduction, Listening Introduction, Cornell Note-Taking Lecture, Note Taking Demonstration
Week 2 Introduction, Listening to Introductions Lecture
Week 3 Introduction, Main Idea Lecture, Identifying Important Points Lecture, Analyzing Charts and Graphs Lecture
Week 4 Introduction, Speaker's Stance Lecture, Handling Unfamiliar Information Lecture, Types of Arguments Part 1 Lecture, Types of Arguments Part 2 Lecture
Course: Practical Machine Learning
Modules:
Prediction motivation, What is prediction?, Relative importance of steps, In and out of sample errors, Prediction study design, Types of errors, Receiver Operating Characteristic, Cross validation, What data should you use?
Caret package, Data slicing, Training options, Plotting predictors, Basic preprocessing, Covariate creation, Preprocessing with principal components analysis, Predicting with Regression, Predicting with Regression Multiple Covariates
Predicting with trees, Bagging, Random Forests, Boosting, Model Based Prediction
Regularized regression, Combining predictors, Forecasting, Unsupervised Prediction
Course: Capstone (React App)
Modules:
Introduction to the course, Setting up the Project, Planning the UX and UI, Module Summary
Onboarding Flow, Food Ordering User Flow, Module Summary
Course Recap: Capstone Project, Play Store Submission Process, Building and Testing your App, Preparing your App for submission, App Store Submission Process, Building and Testing your App, Preparing your App for submission, Congratulations, you have completed the Capstone Project!
Course: Introduction to Breast Cancer
Modules:
Welcome to the Course!, Course tutorial
An Introduction to Breast Cancer, Genetics, Prevention, Interview with Erin Hofstatter, Co-Director of High Risk Program at Yale Cancer Center
Breast Cancer Basics, Pathophysiology
Screening, Biopsy Techniques, Staging, Staging Updates
Surgical Options, Reconstructive Options, Interview with Alex Au, Director of Breast Reconstruction at Yale, Lymph Node Evaluation, Lymphedema
Radiation Therapy, Interview with Suzanne Evans, Breast Radiation Oncologist, Medical Oncology, Interview with Lajos Pusztai, Chief of Breast Medical Oncology at Yale, Immunotherapy, Interview with Lajos Pusztai, Chief of Breast Medical Oncology at Yale
Special Presentations, Clinical Trials, Clinical Trials - TAILORx in the News, Survivorship, Interview with Tara Sanft, Director of Adult Survivorship Clinic, Diet and Exercise, Interview with Maura Harrigan, Oncology Research Registered Dietitian, Interview with Dr. Tara Sanft and Dr. Melinda Irwin, Yale Cancer Center, Office Hours 1, Interview with Lauren Baldassarre, Director of Cardio-Oncology at Yale, Breast Cancer and COVID-19, Conclusion
Course: Building Deep Learning Models with TensorFlow
Modules:
Welcome, Introduction to TensorFlow, TensorFlow 2.x and Eager Execution, Introduction to Deep Learning, Deep Neural Networks
Introduction to Convolutional Neural Networks (CNNs), Convolutional Neural Networks (CNNs) for Classification, Convolutional Neural Networks (CNNs) Architecture
The Sequential Problem, Recurrent Neural Networks (RNNs), The Long Short Term Memory (LSTM) Model, Language Modelling
Introduction to Restricted Boltzmann Machines, Restricted Boltzmann Machines (RBMs)
Introduction to Autoencoders, Autoencoders
Course: R البرمجة باستخدام لغة
Modules:
تثبيت لغة البرمجة R على أنظمة Mac, تثبيت لغة البرمجة R على أنظمة Windows, تثبيت R Studio (Mac), كتابة التعليمات البرمجية/إعداد دليل العمل الخاص بك (Windows), كتابة التعليمات البرمجية/إعداد دليل العمل الخاص بك (Mac), المقدمة, نظرة عامة وتاريخ لغة البرمجة R, الحصول على مساعدة, مدخلات وحدة التحكم للغة البرمجة R والتقييم, أنواع البيانات - كائنات وسمات R, أنواع البيانات - المتجهات والقوائم, أنواع البيانات - المصفوفات, أنواع البيانات - العوامل, أنواع البيانات - القيم المفقودة, أنواع البيانات - إطارات البيانات, أنواع البيانات - أسماء السمات, أنواع البيانات - الملخص, قراءة البيانات الجدولية, قراءة الجداول الكبيرة, تنسيقات البيانات النصية, الاتصالات: واجهات للعالم الخارجي, الإعداد الفرعي - الأساسيات, الإعداد الفرعي - القوائم, الإعداد الفرعي - المصفوفات, الإعداد الفرعي - المطابقة الجزئية, الإعداد الفرعي - إزالة القيم المفقودة, العمليات الموجهة, مقدمة في الدوامة
بنيات التحكم - مقدمة, بنيات التحكم - إذا كان غير ذلك if-else, بنيات التحكم - لحلقات التكرار, بنيات التحكم - حلقات التكرار, بنيات التحكم - إعادة، التالي، أوقف, أول دوال R الخاصة بك, الدوال (الجزء 1), الدوال (الجزء 2), قواعد النطاق - ربط الرموز, قواعد النطاق - قواعد نطاق R, قواعد النطاق - أمثلة تحسين النطاق (اختياري), معاير الترميز, التواريخ والأوقات
دوال حلقة التكرار - lapply, دوال حلقة التكرار - apply, دوال حلقة التكرار - mapply, دوال حلقة التكرار - tapply, دوال حلقة التكرار - split, أدوات تصحيح الأخطاء - فحص المشكلة, أدوات تصحيح الأخطاء - الأدوات الأساسية, أدوات تصحيح الأخطاء - استخدام الأدوات
دالة str, المحاكاة - إنشاء أرقام عشوائية, المحاكاة - محاكاة نموذج خطي, المحاكاة - أخذ عينات عشوائية, محلل ملفات التعريف R (الجزء 1), محلل ملفات التعريف R (الجزء 2)
Course: Fundamentals of Negotiation, with Goldman Sachs 10,000 Women
Modules:
Welcome, Defining interests and positions, Using data to support your objectives, Removing distractions, Effective listening, Shifting leverage
Course: Select Topics in Python: Django
Modules:
Navigating Codio Assignments, How to Reset an Assignment in Codio, Setting Up Django (optional download), Templates (optional download), Bootstrap (optional download), Testing (optional download), GitHub (optional download)
Navigating Codio Assignments, How to Reset an Assignment in Codio, Setting Up Django (optional download), Models (optional download), Viewing Database Information (optional download), Testing (optional download), GitHub (optional download)
Navigating Codio Assignments, How to Reset an Assignment in Codio, Django Project (optional download), Environment Variables (optional download), GitHub (optional download), Preparing for Heroku (optional download)
Course: لغة البرمجة C++ لمبرمجي C، الجزء (ب)
Modules:
مرحبًا بك في لغة C++ لمبرمجي C، الجزء "ب", 1.1 نظرة عامة, 1.2 متدرب جديد في C++ 11, 1.3 مكتبة القوالب القياسية, 1.4 فئات المكررات, 1.5 مثال احتمالية البوكر, 1.6 المكرر ثنائي الاتجاه, 1.7 المكرر ذو الوصول العشوائي, 1.8 STL: نظرة عامة على الحاويات, 1.9 الحاويات الترابطية, 1.10 STL: مكتبة الخوارزميات, 1.11 الخوارزمية غير المتحولة, 1.12 تعبيرات Lambda: الدالة for_each, 1.13 الخوارزميات العددية, 1.14 الكائنات الدالية, 1.15 فئات كائن الدالة المحددة: محولات الدالة
2.1 Tic-Tac-Toe إلى Hex, 2.2 برنامج Hex للواجب المنزلي الأساسي, 2.3 أساسيات الوراثة, 2.4 الصفات والوراثة, 2.5 دالات الأعضاء الافتراضية, 2.6 C++ Feature: 'final', 2.7 موضوعات حول الوراثة, 2.8 نظرة عامة على Hex, 2.9 نمط واحد للرسم البياني السداسي 11 × 11, 2.10	آلية الوراثة, 2.11	فئة مشتقة: grad_student, 2.12	الطلاب والطلاب الخريجين, 2.13	تحديد الدالة الافتراضية, 2.14	الاندماج مع التحميل الزائد
3.1 إنشاء فئة C++11, 3.2 المزيد من دالات الإنشاء الأخرى, 3.3 دالة الإنشاء 'Move', 3.4 المتابعة إلى الأمام, 3.5 منشئ الحركة المعقول, 3.6 معاينة خوارزمية alpha-beta, 3.7 تحسين alpha-beta إلى Min Max, 3.8 التدوين البولندي, 3.9 جمع المهملات المرجعية, 3.10 الفئة الأساسية المجردة = 0 تدوين, 3.11 شجرة دالات الإنشاء
4.1 معالجة الاستثناءات والتأكيد, 4.2 Monte Carlo, 4.3 فكرة Monte Carlo الأساسية, 4.4 فكرة بسيطة لإنشاء لوحة, 4.5 MC - Go  (2006), 4.6 الاستثناءات والتأكيد, 4.7 التأكيدات الثابتة - ميزة C++ 11 الجديدة, 4.8 الاستثناءات, 4.9 C++11 & أنماط التصميم, 4.10	معيار C++11, 4.11	مؤشر الترابط, 4.12	مكتبة C++11 الجديدة, 4.13	الصورة الأكبر, 4.14	أسلوب Factory, 4.15	التعليمة البرمجية لـ Factory؛ مثال C++ 11, 4.16	نمط المحول
الاختبار النهائي, ممارسة الاختبار 1, ممارسة الاختبار 2, ممارسة الاختبار 3
Course: Learn to Teach Java:  ArrayLists and 2D Arrays
Modules:
Welcome!, Welcome to the Learn to Teach Java Specialization
Block to Text: ArrayLists, Introduction to ArrayLists, ArrayList Methods, Traversing ArrayLists with Loops: Part 1, Traversing ArrayLists with Loops: Part 2, Traversing ArrayLists with Loops: Part 3, Searching Algorithms: Part 1, Searching Algorithms: Part 2, Searching Algorithms: Part 3, Sorting Algorithms
Mixed Up Code Overview, Classroom Discussions: Teacher Guide Part 1, Classroom Discussions: Teacher Guide Part 2, Assessment Options, Developing Problem Solving Skills, Free Response Question Overview (7.4) Part 1, Free Response Question Overview (7.4) Part 2
Two-Dimensional Arrays Part 1, Two-Dimensional Arrays Part 2, Traversing 2D Arrays (nested loops) Part 1, Traversing 2D Arrays (nested loops) Part 2
Classroom Discussions: Teacher Guide Part 1, Classroom Discussions: Teacher Guide Part 2, Assessment Options, Free Response Question Overview Part 1, Free Response Question Overview Part 2
Course: Automating Infrastructure - Chef for DevOps
Modules:
Introduction - Course Overview, Introduction to DevOps, How DevOps is used in Industry, DevOps Tools, DevOps Lifecycle, Cloud Computing_AWS, Container - Docker - ECS and ECR
Introduction to Chef Devops, Introduction to Chef, Infrastructure as a code, High Level Infrastructure of Chef, Working of Chef Architecture, Demonstration of Setting-up Chef Part 1, Demonstration of Setting-up Chef Part 2, Demonstration of Setting-up Chef Part 3
Overview of Recipes and Recipes Attributes, Demonstration of Create Recipe Part 1, Demonstration of Create Recipes Part 2, Demonstration of Create Recipes Part 3, Syntax Check and Applying Recipes, Organising Resources with Recipes, Overview of Cookbooks, Components of Cookbooks.mp4, Demonstration of Create and Manage cookbooks Part 1, Demonstration of Create and Manage cookbooks Part 2-, Demonstration of Bootstrap an ubuntu machine and create web server on it Part 1, Demonstration of Bootstrap on ubuntu machine and create web server on it Part 2
Chef Concepts, Chef Server, Demonstration of Installing ChefDK on Windows, Installing Chef-Server & Chef-Client Infrastructure, Demonstration
Overview of Oraganizations, Overview of Groups, Users, Roles, Demonstration: work with organization, Users group and roles - Part 1, Demonstration: work with organization, Users group and roles - Part 2, Overview of Data Bags in Chef, Accessing Data Bags, Demonstration of Build a recipe to deploy user account from Data Bags
Overview-AWS Services with Chef, Overview of AWS EC2 with VPC, Demonstration of Amazon VPC with Chef, Overview of Beanstalk service, Demonstration AWS Beanstalk with Chef, Overview of ECR and ECS Service, Demonstration Amazon ECR and ECS with Chef, Overview of RDS Service, Demonstration of AWS RDS with Chef, Working of Chef with amazon EC2, Working of Chef with amazon EC2 Part 2
MySQL Installation - Part 1, MySQL Installation - Part 2, MySQL Installation - Part 3, Demonstration of WordPress Part 1, Demonstration of WordPress Part 2
Course: The DMAIC Framework: Analyze, Improve, and Control Phase
Modules:
Course introduction, Multi-variate studies, Sources of variation, Correlation and linear regression, Scatter plot, Regression analysis
Hypothesis testing, One-sample t-test and one-sample z-test, 2-sample t and paired t, One-way analysis of variance (ANOVA), Chi-square test
DOE terminology, Main effects analysis, Interaction plot, Uses of control charts, Control chart for variable data: X-bar, Control chart for variable data: X-bar and S charts, Control chart for variable data: R-charts, Control chart for variable data: Individual and moving range charts
Control plan, Document control, Training plan, The plan-do-check-act (PDCA) framework
Course wrap-up
Course: Generative AI: Boost Your Cybersecurity Career
Modules:
Course Introduction, Transition from Conventional AI to Generative AI and its Benefits in Cybersecurity, The Future of Cybersecurity in the Era of Generative AI, [Optional] Prompt Injection Attack, Generative AI and LLM Risk, Security Risks Associated with Using Generative AI Tools, Cybersecurity Analytics Using Generative AI, Guarding against NLP-based Attacks on Generative AI, Unleashing the Power of Generative AI for Cybersecurity, Demo: Using the Power of Generative AI in Data Security, Overview of Incident Response and Forensic Analysis, Using Generative AI for Cybersecurity Report Summarization and Playbooks
Triage Potential Incidents, Analyze Logs, and Assist Investigations, Enhancing Vulnerability Management with Generative AI, Demo: Augmenting Threat Hunting and Security Analysis, Demo: Streamlining Vulnerability Management, Advanced Threat Detection Using Generative AI in SIEM, Ways to Integrate Generative AI into SIEM, Decoding UBEA Using Generative AI, Demo: Real-Time Assistance Using Generative AI, Issues, Concerns, and Considerations Using Generative AI in Cybersecurity, Ethical Concerns of AI in Cybersecurity
Review What You Have Learned, Congratulations and Next Steps, Thanks from the Course Team
Course: Intro to Finance in Healthcare
Modules:
Course Introduction, Meet Your Faculty: Patrick Holland, Module Introduction, Health Market Actors: Government, Health Market Actors: Insurers and Health Plans, Health Market Actors: Employers, Health Market Actors: Pharmaceutical Industry, Funds Flow of the Healthcare System, Economic Incentives of Healthcare Market Actors, Lowering the Costs of Healthcare, The Affordable Care Act, Health Insurance Basics
Module Introduction, Overview of the Financial Statements, Summary of GAAP, The Balance Sheet, Overview of the Income Statement, Income Statement Practice Example, The Statement of Cash Flows, Notes to the Financial Statements
How is Revenue Generated?, Reimbursement Methodologies: FFS, Capitation, Medical Coding, Mayo Clinic on Value-Based Care Models
Expenses, Depreciation, Operating and Non-Operating Income
Course: Search Engines for Web and Enterprise Data
Modules:
Lecture 1.1 - Example of Search Engines & Federated vs Meta Search, Lecture 1.2 - Difficulties & Document Retrieval Model & Evolution of Search Engines
Lecture 2.1 - Search Engine Business Model & Keyword Advertising, Lecture 2.2 - Search Engine Related Jobs & Charging Methods & Business History
Lecture 3.1 - Retrieval Models, Lecture 3.2 - TFxIDF
Lecture 4.1 - Vector Space Model & Similarity, Lecture 4.2 - Interesting Things We Can Do in VSM, Lecture 4.3 - Choices of Similarity Measures & Query Term Weight, Lecture 4.4 - Term Independence Assumption & Synonyms & Unbalanced Property of VSM
Lecture 5.1 - Keyword Index & Postings List, Lecture 5.2 - Pros and Cons & Extensions, Lecture 5.3 - Insertion, Deletion and Update, Lecture 5.4 - Scalability Issues and Possible Solutions
Lecture 6.1 - Soft Operators and Observations, Lecture 6.2 - Soft Operator Visualization & P-norm Model
Lecture 7.1 - HyPursuit and WISE, Lecture 7.2 - PageRank, Lecture 7.3 - Other aspects / Applications of PageRank
Lecture 8.1 - HITS Algorithm, Lecture 8.2 - Convergence and Normalization of HITS, Lecture 8.3 - Integrating PR and HITS in Search Engines, Lecture 8.4 - Observations of HITS and PR
Lecture 9.1 -  Explicit Evaluation & Recall, Precision, and Fallout, Lecture 9.2 - Handling Inconsistency & Finding Relevant Items & Plotting Graphs, Lecture 9.3 - More Performance Measures
Lecture 10 - Benchmarking
Lecture 11.1 - Indexing Process Overview, Lecture 11.2 - Stemming Overview & Affix removal Algorithms, Lecture 11.3 - Corpora Based Statistical Stemming, Lecture 11.4 - Purpose of Obtaining the Stem of a Word
Lecture 12.1 - Overview & Manual vs Automatic Feedback & Implicit vs Explicit Feedback, Lecture 12.2 - Query Modification, Lecture 12.3 - Document Modification
Lecture 13.1 - Overview of Personalized Web Search, Lecture 13.2 - Eye-tracking Experiment & Clickthrough Analysis, Lecture 13.3 - Preference Mining Strategies, Lecture 13.4 - Apply User Preferences to Ranking
Lecture 14.1 - Zipf’s Law, Lecture 14.2 - Term Discrimination Values, Lecture 14.3 - Term Discrimination Value vs Document Frequency & Applying DV in Term Selection
Lecture 15.1 - N-gram, Lecture 15.2 - Collocation and Co-occurrence, Lecture 15.3 - Pointwise Mutual Information
Lecture 16.1 - Enterprise Search and Challenges, Lecture 16.2 - Enterprise Search Engine, Lecture 16.3 - Advanced Requirements of Enterprise SE