dipopotamus/custom_instruct_coursera_course_module_list huggingface dataset:
Course: Sustainability of Social-Ecological Systems: the Nexus between Water, Energy and Food
Modules:
Welcome to our course on Sustainability
Introducing the nexus, The challenges faced in nexus analysis, Examples of “different” analyses of the nexus, Basic concepts of metabolic analysis, The bio-phsyical roots of metabolic patterns, Too rich to be green, The “intolerable” dependence on fossil fuel imports, Circular economy, Bioeconomy and Zero-emissions, Jevon’s paradox and the myth of resource efficiency as a solution for sustainability
Examples of bad indicators, The fragility of numbers, Handling the issue of scale, Narratives vs. Storytelling, The identity in Complex Systems, The Concept of Holon, Grammars: how to keep quantitative analysis semantically open, Mosaic Effect: integrating quantitative analysis across different hierarchical levels, The Sudoku Effect – how to handle impredicativity in quantitative analysis
Food accounting, An example of an integrated quantitative analysis of food metabolism: Ecuador, What are qualities of the produced food that cannot be considered in qualitative analysis?, Pre-industrial metabolic pattern, Technological lock-in of agriculture, The post harvest sector, Feeding the cities, The mission impossible of agriculture in modern times, Multifunctional agriculture
Problems with quantitative accounting, Exosomatic Metabolism, EROI a critical appraisal, Energy grammar, Functional and structural components, Quality of PES, Energy efficiency for policy targets, The problem with agro-biofuels, Energiewende and the problem of intermittents
Water analysis in “nexus thinking”, A taxonomy for water analyses, Multi-scale grammars for water, The case of Mauritius island, The societal metabolism of water, The ecosystem metabolism of water, Incoherent water and food policies, Food security vs. water security, Water-energy nexus: fracking
Time use and demographic structure, Time profile and types of society, Paid work overhead, Metabolic pattern of rural communities, Participatory integrated mapping of land uses, GIS tools for diagnosis and simulation, A general framework of analysis of the metabolic pattern of Social-Ecological Systems, Studying viability and desirability using the concept of Bio-Economic Pressure, Studying feasibility using the concepts of DPSIR and Environmental Impact Matrix
Basic Concepts of relational analysis, The concept of processor, The “tool-kit” to study feasibility, viability and desirability, Framing the analysis, Procedure for accounting, Illustration of results, The framing of the problem, The procedure of accounting with data, Illustration of the results
The dream, from Francis Bacon to Vanevar Bush, The undoing of the dream, Trust in Science and trust in quantification, What is PNS? Is it useful? PNS and quantification, All models are wrong, some are useful … but when?, Sensitivity auditing, Why frames matter; social construction of ignorance, A field example, Quantitative story telling
Course: Proyek Akhir Analitis Data Google: Selesaikan Sebuah Studi Kasus
Modules:
Memperkenalkan proyek akhir, Rishie: Apa yang dicari pemberi kerja dari analis data, Yang terbaik di kelasnya
Memulai studi kasus, Potensi tak terbatas dengan studi kasus analitis, Membagikan portofolio
Membahas portofolio Anda, Video skenario: Pendahuluan, Video skenario: Studi kasus, Video skenario: Pemecahan masalah, Video skenario: Menegosiasikan persyaratan, Nathan: VetNet dan memberikan saran kepada para veteran
Selamat, Anda telah menyelesaikan proyek akhir!, Dari kami semua..., Menjelajahi Peluang Profesional
Course: Advanced Models for Decision Making
Modules:
"Analytics for Decision Making" Specialization Overview, Meet Your Instructor: Soumya Sen, "Advanced Optimization for Decision Making" Course Overview, Module 1 Overview: LPs for Financial Decisions, An Investment Decision Problem, Formulating an Investment Optimization Problem, Entering the Investment Optimization Problem in Excel, Finding the Optimal Investment Strategy, Understanding the Impact of Parameter Changes, A Multi-Period Cash Flow Decision Problem, Formulating a Cash Flow Optimization Problem Part 1, Formulating a Cash Flow Optimization Problem Part 2, Entering the Cash Flow Optimization Problem in Excel, Finding the Optimal Cash Flow
Module 2 Overview: LP for Supply Chain Decisions, A Transportation Decision Problem, Formulating a Transportation Problem Part 1, Formulating a Transportation Problem Part 2, Entering the Transportation Problem in Excel, Solving the Transportation Problem, Model for Production and Inventory Decision Problem, Formulating an Inventory Planning Problem Part 1, Formulating an Inventory Planning Part 2, Entering the Inventory Planning in Excel
Module 3 Overview: LP for Staffing Decisions, The Model Setup for Staffing Decision Problem, Formulating a Staffing Decision Problem Part 1, Formulating a Staffing Decision Problem Part 2, Entering the Problem in Excel, Solving the Staffing Decision Problem in Excel, Solving the Inventory Planning Problem, The Model Setup for Office Assignment Decisions, Formulating the Office Assignment Decision Problem, Entering the Office Assignment Problem in Excel, Solving the Office Assignment Decision Problem
Module 4 Overview: LP for Production Decisions, The Model Setup for a Product Mix Problem, Formulating a Product Mix Optimization Problem, Setting up the Product Mix problem in Excel, Solving the Product Mix Optimization Problem, The Model Setup for a Blending Optimization Problem, Formulating a Blending Optimization Problem, Setting Up the Blending Decision Problem in Excel, Solving the Blending Optimization Problem, Congratulations on Finishing the "Advanced Models for Decision Making" Course, Carlson School of Management: Master of Science Program in Business Analytics (MSBA)
Course: Fundamentals of Marketing Strategy
Modules:
Week introduction – The marketing environment
Week 2 introduction, SWOT analysis, Model answer – SWOT analysis, Porter’s five forces model, Model answer – Porter’s five forces model, Activity – Analysing the macro-environment, Model answer – Analysing the macro-environment, Activity – Reflection: the interactions between the micro- and macro-environments, Week 2 summary
Market segmentation
Course: Análisis cualitativo y cuantitativo del riesgo de desastres
Modules:
1.2.2 Análisis cualitativo del riesgo: consideraciones generales, 1.2.7 Análisis cualitativo: clasificación de modos de fallo, 1.2.8 Análisis cualitativo de riesgo de desastres: conceptos clave, 1.3.1 Actores involucrados en el análisis del riesgo cualitativo, 1.3.2 Selección del tipo de análisis a realizar, 1.4.2 Caso A: Infraestructuras de control de inundaciones en fase de diseño, 1.4.6 Caso B: Infraestructuras de carretera en fase de diseño, 1.4.10 Caso C: Presa hidroeléctrica en fase de explotación
2.1.4 Cálculo del riesgo parte 1, 2.1.5 Cálculo del riesgo parte 2, 2.1.6 Arquitectura de un modelo de riesgo genérico, 2.2.1 Representación del riesgo, 2.2.2 Evaluación del riesgo, 2.2.4 Análisis de escenarios futuros, 2.3.5 Resolución del caso A, 2.3.8 Resolución del caso B, 2.3.11 Resolución del caso C
Course: DevOps and Jenkins Fundamentals
Modules:
DevOps, Need of DevOps, DevOps Tool Chain, Introduction to CI-CD, Continuous Integration (CI), Continuous Delivery (CD), Need of Continuous Integration, Need of Continuous Delivery, CI-CD Tool Chain
Introduction to Jenkins, Jenkins Use Cases, Jenkins Features and Capabilities, Jenkins Architecture and Terminology, Overview of Jenkins UI-Dashboard and Menu, DEMO: Complete Tour with Jenkins Dashboard, DEMO: Jenkins and Docker Installation, Demo 2: Jenkins Installation on Linux, Demo 3: Jenkins Installation on Windows
Course: Promotional Materials Every Musician Needs
Modules:
Resumes and CVs I: Types & Purposes, Resumes and CVs II: Formatting
Your Prose Bio, Cover Letters
Essential Content, Visual Materials I: What makes a good headshot?, Visual Materials II: What makes a good promo video?, Visual Materials III: What makes a good website?
Course: Understanding Modern Physics II: Quantum Mechanics and Atoms
Modules:
Introduction, Is Light Particle or Wave?, Photoelectric Effect, Single Photon Double Slit Experiment, Particle-Wave Duality, Wave Function, Waves and Wave Packets, Linearity, Plane Wave Basis, Problem about Momentum, Momentum Operator, Quantum vs Classical, Measurement on Eigenstates, Measurement on General Discrete States, Measurement on General Continuous States, Uncertainty Principle, Uncertainty Principle Saves the World, Summary
Schrodinger equation, Stationary State Schrodinger Equation, Step Potential, Scattering on Step, Tunneling, Potential Well, Infinite Potential Well, Zero-Point Energy, Double Barrier and Double Well (* optional video), From Periodic Potential to Computing (* optional video), Identical Particles, Bosons and Fermions, Summary
How did we know?, Kinetic Theory of Gas (* optional video), Brownian Motion (* optional video), Atomic Spectropy, Sub-Atomic Structure, Bohr's Semiclassical Model, Atom From Schrodinger (* optional video), Atom States and Transitions, Periodic Table, Summary
Introduction, Stern-Gerlach Experiment, Understanding the Stern-Gerlach Experiment, Remarks about spin, Description of a Spin State, Quantum Bits (Qubits) of Information, Matrices, Spin States and Measurements, Probability to Find a Spin State, The EPR Paradox, The EPR State and Its Properties, More Comments about EPR, Bell Inequality, Quantum Violation of Bell Inequality, Summary
Course: Full Stack Twitter Clone – API Development
Modules:
Twitter API Welcome Video, NPM and Dependencies, Express Server and Nodemon, Mongoose and MongoDB, User Model, User Model and Validator, Create User, Fetching Users, toJSON, Password Hashing with Bcrypt, User and Tweet Relationship, Login, Tokens, Delete User, Fetching a Specific User, Profile Image Upload, Auth Middleware, Presenting User Profile Images, Following, Unfollowing, Update User, Tweeting, Fetch All Tweets, Tweet Image Upload, Tweet Image Visualize, Like Tweet, Unlike Tweet, Tweet Image Check, Fetch Specific Tweets, Notification Model, Notification Routers
Course: Diseñando páginas web con Bootstrap 4
Modules:
Universidad Austral, Bienvenida a Bootstrap 4 y el desarrollo de UI, Configurando GIT, Creando un repositorio, Comandos básicos de GIT, Vinculando GIT con el repositorio en la nube, Qué es un desarrollador Full Stack, Comenzando un proyecto GIT basics, NodeJS, Primeros pasos con NodeJS y NPM, Configurando Bootstrap, Video: Frameworks de front-end, Diseño responsive - Introducción, Diseño responsive - Introducción B, Sistema de grillas, Utilizando Flex
Navegabilidad, Barra de navegación y breadcrumbs, Trabajando con elementos de navegabilidad, Uso de iconos y fuentes, Formularios, Mostrando contenido, Usando imágenes
Trabajando con tabs y pills, Trabajando con Collapse, Trabajando con accordions, Mostrando contenido con modals, Utilizando tooltips, Utilizando popovers, Trabajando con carousel
Conceptos básicos de JQuery, Trabajando con SASS, Trabajando con Less, Implementando herramientas con NPM Scripts, Automatizadores de tareas Grunt, Automatizadores de tareas Gulp
Course: Managing Linux Systems
Modules:
Network Configuration Files, Command Line Network Configuration, Basic Network Troubleshooting, Advanced Network Troubleshooting, Week 1 Lab Solution
Linux Users, Linux User Groups, User Configuration, Query User Information, Week 2 Lab Solution
Hard Drives Partitions, Linux File Systems, Linux File Systems Management, Linux File Systems Monitoring, Week 3 Lab Solution
Open-Source Packages, Software Packages, Software Repositories, Week 4 Lab Solution
Course: L'excellence opérationnelle en pratique
Modules:
Introduction, Définition et périmètre, Les grands principes, La vision & les valeurs, Le déploiement d'objectifs : hoshin kanri
PDCA, Kaizen, La résolution de problèmes simples, La résolution de problèmes complexes (Partie 1), La résolution de problèmes complexes (Partie 2)
La voix du client, Le management visuel, Les 7 gaspillages (muda), La cartographie de la chaîne de valeur (VSM), Cartographie et réengineering de processus, La standardisation, Les 5S, L'optimisation du changement d'outillage (SMED), Le Juste à Temps (JAT), Le Kanban, Le Poka Yoke, Le mur qualité (quality gate)
Le Gemba Walk, Développer les compétences, Manager l’EO au quotidien, Les conditions de réussite pour pérenniser
Course: The "Who" of the Marketing Strategy:Segmentation & Targeting
Modules:
Deep Dive into the Marketing Process, Introduction to Segmentation, Market Segments and Segmentation Criteria, Targeting Strategy
Course: 服務模式的體驗、設計與創新：從痛點到賣點 (Experience, Design, and Innovation of Service Models: from Pain Points to Selling Points)
Modules:
3分鐘課程簡介短片, 1-0-1 服務模式課程綜覽, 1-0-2 第一週課程概述, 1-1-1 典型購物及結帳流程 vs. Amazon Go, 1-1-2 經濟模式分類, 1-1-3 體驗的四個領域, 1-1-4 商品體驗化與使用者經驗, 1-2 體驗經濟的案例：墨西哥水泥公司, 1-3-1 何謂顧客犧牲, 1-3-2 四種顧客犧牲, 第一週課程小結
2-0 第二週課程概述, 2-1-1 服務設計基本概念-1, 2-1-2 服務設計基本概念-2, 2-1-3 服務設計規劃模式, 2-2-1 顧客旅程地圖, 2-2-2 如何繪製顧客旅程地圖, 2-2-3 繪製顧客旅程地圖時該問的五個問題, 2-2-4 顧客旅程地圖範例 1~3, 2-3-1 痛點與顧客犧牲, 2-3-2 同理心設計, 2-3-3 同理心設計的應用盲點, 2-3-4 同理心設計的流程, 2-4-1 服務藍圖, 2-4-2 顧客旅程地圖 vs 服務藍圖, 第二週課程小結
3-0 第三週課程概述, 3-1-1 服務的三大定義, 3-1-2 服務作業的五大特性, 3-1-3 服務營運管理, 3-1-4 服務三大策略, 3-2-1 六標準差, 3-2-2 DMAIC分析工具, 3-2-3 案例1：網路購物客訴流程, 3-2-4 案例2：商業銀行營業交易流程, 3-3-1 服務創新的種類, 3-3-2 案例：租車、銀行、二手書、飯店業, 3-3-3 四種服務創新模式
4-0 第四週課程概述, 4-1-1 收益管理前言, 4-1-2 如何差別定價, 4-1-3 差別定價之應用1~3：航空業、服飾業、電影業, 4-1-4 收益管理的挑戰與限制, 4-2-1 差別定價, 4-2-2 三級歧視, 4-3-1 常見的差別定價方法1~4, 4-3-2 Uber 動態定價, 4-4-1 影響顧客購買行為的因素, 4-4-2 期望理論, 4-4-3 心理預算, 4-4-4 消費者心理與公平性, 第四週課程小結
5-0 第五週課程概述, 5-1-1 什麼是平臺, 5-1-2 誰在做平臺, 5-1-3 平臺有什麼好, 5-2-1 網路外部性（效應）, 5-2-2 臨界人數, 5-3-1 商業模式選擇, 5-3-2 案例一：thredUp, 5-3-3 案例二：iTunes, 5-3-4 案例三：ZipCar 和 Turo, 5-3-5 案例四：Instacart 和 AmazonFresh, 5-4-1 平臺定價, 5-4-2 價格彈性, 5-4-3 同邊網路效應, 5-4-4 多邊棲息成本與移轉成本, 5-4-5 案例：電視遊戲平臺, 第五週課程小結
6-0 第六週課程簡介, 6-1 「卡王」的發展史－國泰世華銀行, 6-2 金融環境與用戶行為的改變, 6-3 客戶優先的數位服務, 6-4-1 實例一：官網的行銷溝通訴求, 6-4-2 實例二：繳費服務成本與數位落差現象, 6-4-3 實例三：優惠登錄機制的流程, 6-5 調整早期的服務設計, 6-6 創造服務設計的價值
Course: Навыки Excel для бизнеса. Продвинутый
Modules:
Неделя 1. Введение, Неделя 1. Обсуждение, Практическое видео. Принципы создания электронных таблиц, Практическое видео. Вычисления, Практическое видео. Форматирование, Практическое видео. Документирование, Практическое видео. Интерфейс и навигация
Неделя 2. Введение, Неделя 2. Обсуждение, Практическое видео. Таблицы и структурированные ссылки, Практическое видео. Использование функций для сортировки данных, Практическое видео. Знакомство с формулами массива, Практическое видео. Работа с функцией массива (ТРАНСП), Практическое видео. Решение проблем с формулами массива
Неделя 3. Введение, Неделя 3. Обсуждение, Практическое видео. Замена пустых ячеек повторяющимися значениями, Практическое видео. Исправление дат (ДАТА, МЕСЯЦ, ГОД, ДЕНЬ, ТЕКСТ), Практическое видео. Удаление пробелов (СЖПРОБЕЛЫ, ПЕЧСИМВ), Практическое видео. Средства диагностики (ЕЧИСЛО, ДЛСТР, КОДСИМВ), Практическое видео. Удаление ненужных символов (ПОДСТАВИТЬ, СИМВОЛ, ЗНАЧЕН)
Неделя 4. Введение, Неделя 4. Обсуждение, Практическое видео. Работа с датами (КОНМЕСЯЦА, ДАТАМЕС, РАБДЕНЬ.МЕЖД), Практическое видео. Финансовые функции (БС, ПС, ПЛТ), Практическое видео. График платежей по кредиту (ПЛТ, ДАТАМЕС), Практическое видео. Чистая приведенная стоимость и внутренняя ставка доходности (ЧПС, ВСД), Практическое видео. Функции амортизации (АПЛ, АСЧ, ДДОБ)
Неделя 5. Введение, Неделя 5. Обсуждение, Практическое видео. Функция ДВССЫЛ, Практическое видео. Функция АДРЕС, Практическое видео. Общие сведения о функции СМЕЩ, Практическое видео. Решение проблем с функцией СМЕЩ
Неделя 6. Введение, Неделя 6. Обсуждение, Практическое видео. Разработка информационной панели, Практическое видео. Подготовка данных, Практическое видео. Создание информационной панели, Практическое видео. Создание графиков, Практическое видео. Интерактивная информационная панель
Заключительная оценка
Course: Projeyi Yürütme: Projeyi Hayata Geçirme
Modules:
4. Kursa Giriş, Takip etmenin önemi, Sık karşılaşılan ve takip edilmesi gereken öğeler, Farklı takip etme yöntemleri, Belinda: Bütçeyi takip etmek ve yönetmek, Pranjal: Birden fazla takip sürecini yönetmek, Riskler ve değişiklikler neden ortaya çıkar?, Bağımlılıkları belirleme ve takip etme, Riskleri yönetmeye yardımcı olacak teknikler, Sorunları eskale etme, Değişiklikleri ekibe bildirme, Özet
Giriş: Kalite yönetimi ve sürekli iyileştirme, Kilit kalite yönetimi kavramları, İletişim becerilerini kullanarak müşteri ilişkilerini geliştirme, Müşteri memnuniyetini ölçme, Geri bildirim toplama sürecinde erişilebilirliği sağlama, Sue: Müşterinin ihtiyaçlarını anlamanın önemi, Sürekli iyileştirme ve süreç iyileştirme, Veriye dayalı iyileştirme çerçeveleri, Projeleri programlardan ayırt etme, Jacob: Sürekli iyileştirme yaklaşımını geliştirme, Retrospektif toplantılarının amacı, Retrospektif toplantısı düzenleme, Gernot: İşleri yoluna sokmak için retrospektif toplantılarından faydalanma, Özet
Giriş: Veriler ışığında karar alma, Verinin değeri, Projedeki yaygın veri türleri, Önemli verileri ayırt etme, Karar alma sürecinde veri analizinden faydalanma, Verileri kullanarak projenin hikayesini anlatma, Veri görselleştirme araçları, Etkili sunum teknikleri, Sunumları erişilebilir hale getirme, Özet
Giriş: Liderlik ve etkileme becerileri, Proje içinde ekip çalışmasının gerekliliği, Ekibin başarısını etkileyen faktörler, Yüksek performans gösteren ekiplere liderlik etmek, Emilio: Liderlik etmeyi öğrenme, Ekip oluşturma ve ekip dinamiklerini yönetme, Rowena: Ayrıntıları delege etme, Etik ve kapsayıcı liderlik, İnsanları etkilerken başarılı olmak için atılacak adımlar, Etki yaratmak için güç kaynaklarını kullanma, Chris: Projenin yarattığı etkiyi göstererek insanları etkileme, Özet
Giriş: Proje içinde etkili iletişim, Farklı şekillerde iletişim kurma, Yaygın iletişim araçları, Etkili bir toplantı nasıl planlanır?, Yaygın proje toplantısı türleri, Özet
Giriş: Projeyi kapatma, Proje kapanış sürecinin önemi, Müşteriler ve paydaşlar için kapanış süreci, Ekip için kapanış süreci, Sarah: Retrospektif toplantılarını neden seviyorum?, Proje yöneticisi için kapanış süreci, Kurs özeti
Course: Global Public Procurement
Modules:
1-1, 1-2, 1-3, 1-4
2-1, 2-2, 2-3, 2-4
3-1, 3-2, 3-3, 3-4
4-1, 4-2, 4-3, 4-4
5-1, 5-2, 5-3, 5-4
6-1, 6-2
Course: Software Testing for Developers
Modules:
Navigating Codio Assignments, How to Reset an Assignment in Codio, Specifications and Manual Testing (optional download), Unit Testing (optional download), Test-Driven Development (optional download)
Navigating Codio Assignments, How to Reset an Assignment in Codio, Module Testing (optional download), API Testing with Postman (optional download), Performance and Stress Testing (optional download)
Navigating Codio Assignments, How to Reset an Assignment in Codio, UI Testing with Selenium (optional download), User Acceptance Testing (optional download), Behavior-Driven Development (optional download)
Course: Cloud: Infrastructure as a Service - Bachelor's
Modules:
Course Overview, Instructor Introduction, Module 1 Introduction, Cloud Terminology Pt.1, Cloud Terminology Pt.2, Key Components of IaaS Pt.1, Key Components of IaaS Pt.2, Comparing Key IaaS Providers Pt.1, Comparing Key IaaS Providers Pt.2, Comparing Key IaaS Providers Pt.3, Creating an AWS Account
Module 2 Introduction, Virtualization Pt.1, Virtualization Pt.2, Understanding Virtual Machines in the AWS Console, Networking, Introducing the Virtual Private Cloud, Networking in the Cloud, Storage Pt.1, Storage Pt.2, S3 Storage in AWS
Module 3 Introduction, Principles of DevOps Pt.1, Principles of DevOps Pt.2, AWS CloudFormation, Serverless Computing, Serverless Computing using AWS Lambda, CI/CD Pipelines, CI/CD and Tools like Jenkins
Module 4 Introduction, Planning a Cloud Migration Pt.1, Planning a Cloud Migration Pt.2, Planning a Cloud Migration Pt.3, Using Tools to Migrate Data to the Cloud, Pricing Models Pt.1, Pricing Models Pt.2, Using the AWS Pricing Calculator, Setting up an AWS Budget, Connecting to the Cloud
Module 5 Introduction, Monitoring and Logging, AWS Cloudwatch, Managing IaaS Pt.1, Managing IaaS Pt.2, Management using AWS Tools, Exploration of AWS Management Tools in the Console, AWS Cost Analysis
Module 6 Introduction, Managing Security Pt.1, Managing Security Pt.2, Identity and Access Management in AWS, Shared Responsibility Pt.1, Shared Responsibility Pt.2, Exploring AWS Shared Responsibility Model, AWS Artifact, Threats to IaaS, Threats Exclusive to IaaS
Module 7 Introduction, Using IaaS in DR and BCP Scenarios - Pt.1, Using IaaS in DR and BCP Scenarios - Pt.2, Disaster Recovery Concepts - Pt.1, Disaster Recovery Concepts - Pt.2, AWS Availability Zones and Regions, DR Concepts using AWS, Resiliency in IaaS - Pt.1, Resiliency in IaaS - Pt.2
Module 8 Introduction, Cloud Native Applications, Using IaaS to Solve Business Problems, Exploring Customer Success Stories with AWS, Benefits of Migrating Workloads to the Cloud
Summative Course Assessment
Course: Gemini for end-to-end SDLC - Français
Modules:
L'avenir du développement logiciel avec Gemini
Course: AI and Public Health
Modules:
Welcome to AI for Good, What is "AI for Good"?, The Courses in this Specialization, Charles Onu - Identifying Asphyxiation in Babies' Cries, Quick Summary - What is AI?, Quick Summary - How Supervised Learning Works, Considering the Impact of Your AI for Good Project, Juan Lavista Ferres - Microsoft AI for Good Lab, Week 1 Summary, Felipe Oviedo - Anomaly Detection in Breast Cancer Imaging
AI for Good Framework, Maternal and Infant Health in Nigeria, Explore Phase - Problem Definition and Stakeholders, Explore Phase - Could AI Add Value?, Design Phase, Implement Phase, Evaluate Phase, Iva Gumnishka - Building an Ethical Supply Chain, Air Quality, Sources of Air Pollution, Measuring Air Quality, Bogotá Air Quality Monitoring Network (RMCAB), Bogotá District Secretariat of Environment - Tackling Air Pollution, Air Quality - Explore Phase, Introduction to Jupyter Notebook Labs, Air Quality - Explore and Visualize Missing Data, Air Quality - Explore Correlations, Air Quality - Explore Phase Checkpoint
Air Quality - Design and Implement Phases, Air Quality - Establish a Baseline, Air Quality - Train and Test a Neural Network, Air Quality - Nearest Neighbor Method, Air Quality - Design Phase Checkpoint, Air Quality - Implement Phase, Air Quality - Project Wrap Up, Tapiwa Chiwewe - Air Pollution in South Africa, Course Wrap Up
Course: Programming for a Networked World
Modules:
Welcome to the Course!, Introduction to NetsBlox, Turtle Graphics, Boolean Logic, Solving FizzBuzz, Making Geometric Art with NetsBlox, Setting up the Auto-Grader
What Are Lists?, Custom Blocks, Recursion, Events in Programming, Broadcasting, Mapping, Displaying the Weather on a Map
Coding Loops, What is Variable Scope?, Using and Mutating Lists, Dealing with Errors, Movie Lists, Adding Scrolling to Your Maps
Lists of Lists, Charts in NetsBlox, How to Zip Lists, Map, Keep, Combine, Using the Structured Data Library, Google Street View
Distributed Hello, World!, Messages in NetsBlox, Running Dog, Shared Whiteboard, Chat Server, Thanks for Taking the Course!
Named Entity Recognition for People, Language ID, Part One, Language ID, Part Two, Language Games
Course: Product Analytics and AI
Modules:
Intentional Iteration, Science for the Win, Recap: Hypothesis-Driven Development, Getting Outside the Building with Trent the Technician, Describing the Customer Journey for Testability: Trent the Technician, Focal Point: The User Journey, Your Analytics Portfolio, Designing Actionable Inferences: DV's, IV's, and Causality, Testing with Retrospective Experiment Patterns, Testing with Prospective Experiment Patterns, Understanding Enough about Statistics for Now, Separating Laggards vs. Innovators: The Two Ways to be Wrong and the Two Ways to be Right
Lean Startup and the Demand Hypothesis, Demand Testing at Enable Quiz, Designing Experiments, Experiment Design with MVPs, Designing User Habits: The Hook Framework, Five Experiment Charters, The Fake Feature Test, Testing Features: Running the Experiment, Testing Funnels, Testing Cohorts, Experiment Design: Testing a Coding Course for Designers & Managers, Experiment Execution: Testing a Coding Course for Designers & Managers, Diverging Your Ideas with Generative AI, Interview: Laura Klein on Practice of Lean UX
Analytics All the Time, Qualitative Usability Testing, The Test You Already Have, Pairing Your User Stories with Analytics: Trent the Technician, Getting Outside the Building With Ivan the Inside Salesperson, Pairing Your User Stories with Analytics: Ivan the Inside Salesperson, Analyzing Dependent Variables with Google Analytics, Google Analytics: The Littlest Overview, From Design to Code: Trent the Technician, From Code to Analytics: Trent the Technician, A/B Testing, Mapping Analytics: Ivan the Inside Salesperson, Designing, Coding, and Testing: Ivan the Inside Salesperson, From Inference to Product Priorities: Four Sprints with HinH, Pushing Yourself on Comparables with Generative AI
What is Data Science?, Data Science and Generative AI, Product Jobs-to-be-Done and Your AI Portfolio, Facilitating Collaboration with Your Data Science Team, Interview: Drew Conway on Data Science, Interview: Drew Conway’s Data Science Journey, Maturing Your Analytics & AI Capability, Interview: Casey Lichtendahl: Data Science and You, Interview: Casey Lichtendahl: Closer Look at the Work of Data Science, Interview: Casey Lichtendahl: Data at Rest vs. Data in Motion, Generative AI IRL: the Jedburgh App's, Data Science IRL: Intro to the Casino Jack Case, Data Science IRL: Data Wrangling and Exploratory Analysis, Data Science IRL: Testing Hypotheses and Designing Interventions, Course Close
Course: Corporate Finance II: Financing Investments and Managing Risk
Modules:
Welcome to Corporate Finance II: Financing Investments and Managing Risk, Meet Professor Heitor Almeida, Meet Professor Stefan Zeume, Learn on Your Terms
Objectives and Overview, Mechanics of Debt and Equity Issuance, Should a Company Issue Debt or Equity?, Two Misconceptions - Part 1, Two Misconceptions - Part 2, Evidence From the Field: Which Type of Capital Do Firms Prefer?, The Effect of Leverage On Taxes and Profits, Leverage and Personal Taxes, Leverage and the Risk of Financial Distress, The Trade-off Theory of Capital Structure, Module 1 Review
Objectives and Overview, Bonds, Credit Rating, The Many Different Types of Debt, Bank or Market Financing?, Do Dividends and Share Repurchases Affect Firm Value?, Main Factors Driving Payout Decisions, Dividends or Repurchases?, Module 2 Review, Honors Assignment 2 Solution
Objectives and Overview, Good and Bad Reasons to Hedge, Forward Contract, Futures Contracts, Hedge Ratios and Imperfect Hedging, Liquidity as a Substitute for Hedging, Bilateral Contracts, Operational Hedging, Currency Risk and the Cost of Capital, Adjusting the Cost of Capital for International Projects, Module 3 Review
Objectives and Overview, The Agency Cost of Debt, Excessive Risk Taking, Under Investment, Finance & Society: Corruption, Violations of the Law of One Price, Module 4 Review, Honors Assignment 4 Solutions - Questions 1-4, Honors Assignment 4 Solutions - Questions 5-6
Conclusion
Course: Java Data Access - SQL Primer
Modules:
Welcome, Relational Databases Overview, Lab 1 Walkthrough - Database Setup, Lab 1 Walkthrough - Create Table, Insert Data, Queries, Creating and Connecting to a Database, Lab 2 Walkthrough - Create Database, Lab 2 Walkthrough Continued - Insert Data and Query, Basic SQL Statements, Comprehensive Lab, Lab 3 Walkthrough - SetUp, Lab 3 Walkthrough -  Select Queries
Conditionals, Lab 4 Walkthrough - Conditionals, SQL Joins, Lab 5 Walkthrough - New Table Setup, Lab 5 Walkthrough - Joins and SubQuery
Course: Introduction to Blockchain for Global Commerce
Modules:
Specialization Overview, Course 1 Welcome from FedEx, Instructor Introduction, Module 1 Overview, The Internet of Information, In Search of the Trust Protocol, What is Blockchain?, Practitioner Perspective: Andreas Wallendahl, Head of Strategic Initiatives at ConsenSys, Practitioner Perspective: Rob Carter, Executive VP and CIO, FedEx, Achieving Trust in the Digital Age, How Blockchain Works, Recap of Module 1
Module 2 Overview, Intro to Blockchain Design Principles, Principle 1: Networked Integrity, Principle 2: Distributed Power, Practitioner Perspective: Rob Carter, Executive VP and CIO, FedEx, Principle 3: Value as Incentive, Principle 4: Security, Principle 5: Privacy, Principle 6: Rights Preserved, Principle 7: Inclusion, Practitioner Perspective: Julie Maupin, Director of Social Impact & Regulatory Affairs at IOTA Foundation, Recap of Module 2
Module 3 Overview, Cryptocurrencies, Protocol Tokens, Non-Fungible Tokens (NFTs), Stablecoins, Securities Tokens, Governance Tokens, Exchange Tokens, Natural Asset Tokens, Central Bank Digital Currencies (CBDCs), Module 3 Recap, Digital Wallets (Optional)
Module 4 Overview, What Are Smart Contracts?, Practitioner Perspective - Rolf Hoefer: Smart Contracts, Smart Contract Phases, Smart vs. Traditional Contracts, Smart Contracts and Law, Practitioner Perspective - Andreas Wallendahl: Smart Contracts, Smart Contract Application Areas, Practitioner Perspective: Rob Carter, Executive VP and CIO, FedEx, Smart Contract Strategies & Best Practices for the Organization, Recap of Module 4
Module 5 Overview, The Benefits of Shared Knowledge, How Much is Too Much Transparency, Centralized vs. Distributed Ledgers, Public vs. Private Ledgers, Practitioner Perspective: Rolf Hoefer, Keyless Technologies, Practitioner Perspective: Andreas Wallendahl, Head of Strategic Initiatives at ConsenSys, Transparency as a Strategic Risk, Transparency as a Strategic Asset, Usage of Multiple IDs, Zero Knowledge Proofs, Implementation in Public vs. Private Blockchains, Recap of Module 5
Module 6 Overview, Overcoming Showstoppers, Challenge 1: The Technology is Not Ready for Prime Time, Challenge 2: The Energy Consumed is Unsustainable, Challenge 3: Governments Will Stifle or Twist It, Practitioner Perspective: Oleg Fomenko, Co-Founder at Sweatcoin, Practitioner Perspective: Will Harborne, Director of Operations at Ethfinex, Challenge 4: Powerful Incumbents of the Old Paradigm Will Usurp It, Challenge 5: The Incentives are Inadequate, Challenge 6: Blockchain is a Job Killer, Challenge 7: Governing the Protocols, Practitioner Perspective: Rob Carter, Executive VP and CIO, FedEx, Challenge 8: Distributed Autonomous Agents, Challenge 9: Privacy, Challenge 10: Criminals Will Use It, Reasons Blockchain Will Fail or Implementation Challenges?
Course: 材料力學一 (Mechanics of Materials (1))
Modules:
材料力學（Mechanics of Materials I） -- 黃尹男, 1-1 課程緒論, 1-2 正向應力與正向應變, 1-3 材料基本力學性質 I, 1-4 材料基本力學性質 II, 1-5 虎克定律, 1-6 剪應力與承壓應力, Week 1 課程總結
2-1 靜力分析, 2-2 軸力桿件的變形：沿軸向固定與非固定斷面與受力, 2-3 靜定與靜不定, 2-4 軸力靜不定結構, 2-5 溫差與安裝誤差造成的軸力, Week 2 課程總結
3-1 扭力桿件的變形, 3-2 扭矩公式, 3-3 沿軸向非固定斷面與受力的扭力桿件, 3-4 靜不定扭力結構, 3-5 薄管壁結構受扭, Week 3 課程總結
4-1 剪力彎矩圖對結構工程師的重要性, 4-2 支承與外力種類, 4-3-1 畫剪力彎矩圖：力平衡法 (上), 4-3-2 畫剪力彎矩圖：力平衡法(下), 4-4 外力荷載、剪力、彎矩之關係, 4-5 畫剪力彎矩圖：直接作圖法, 4-6 範例, Week 4 課程總結
5-1 梁的曲率, 5-2 梁受彎的應變與應力, 5-3 梁受彎分析範例, 5-4 梁抗彎設計、範例, Week 5 課程總結
6-1 梁的剪應力：動畫說明, 6-2-1 梁的剪應力：矩形斷面(上), 6-2-2 梁的剪應力：矩形斷面 (下), 6-3 梁的剪應力：圓形、Ｉ形斷面, 6-4 剪力流與組合斷面, Week 6 課程總結
7-1 梁受彎的變形曲線, 7-2 積分法求梁變形, 7-3-1 疊加法求梁變形 (上), 7-3-2 疊加法求梁變形(下), 7-4 非固定斷面梁受彎的變形, Week 7 課程總結, 期末同儕互評作業拍攝說明
Course: Payroll and Tax Fundamentals
Modules:
Introducing the Common Law Test, Employee or Independent Contractor, FLSA and Overtime, White Collar Exemptions, Minimum Wage, Employee Forms: Form I-9, Employee Forms: Form W-4, When a New Form W-4 is needed, Payroll Related Dates and Pay Frequencies, Scenario: Payroll Dates
Common Earnings, Methods for Calculating Overtime Pay, Overtime and Overtime Premium Pay, Federal Tax Withholdings, Common Deductions, Deduction Calculations, Pre-tax and Post-tax Deductions
Calculating Net Pay, Types of Payment Methods, Other Benefits on Your Pay Statement, Pay Statement Details, Explore and Review a Pay Statement, All About Form W-2
Course: Fundamentals of Management, with Goldman Sachs 10,000 Women
Modules:
Welcome, Why are job descriptions important?, Selecting your candidate, Developmental coaching, Delegation skills, The performance management process
Course: Developing Containerized Applications on Google Cloud
Modules:
Course Introduction
Getting Started with Google Cloud Platform and Qwiklabs
Introduction to Cloud Run, Features and use cases of Cloud Run, Introduction to Google Kubernetes Engine, Container-Optimized OS, Module review
Course review
Course: Climate and Climate Change in New Jersey
Modules:
Introduction to Dave Robinson and the Phenomena (Sunny Day Flooding), Cryosphere
What is Climate?, Indicators of Climate Change in NJ
What are Feedback and Forcings?, How do we Monitor Phenomena in NJ?
Dave Robinson Closes the course
Course: إنشاء تصميمات ونماذج أوّلية عالية الدقة في Figma
Modules:
مقدمة إلى الدورة التدريبية 5: إنشاء تصميمات ونماذج أوّلية عالية الدقة في Figma, كونال - رحلتي إلى تجربة المستخدم, مرحبًا بك في الأسبوع 1, مقدمة إلى النماذج التجريبية, تشيكيزي - الانتقال من التصميمات منخفضة الدقة إلى التصميمات عالية الدقة, مقدمة للعناصر الأساسية للتصميم المرئي, أسلوب الخط في تصميم تجربة المستخدم, أهمية أسلوب الخط, الألوان في تصميم تجربة المستخدم, الأيقنة في تصميم تجربة المستخدم, إضافة الصور إلى النماذج التجريبية لديك, مقدمة في التخطيطات, استخدم الشبكات لتوجيه التخطيطات, استخدم الاحتواء في التخطيطات, استخدم مساحة سالبة (بيضاء) في التخطيطات, الملخص: البدء في إنشاء نماذج تجريبية
مرحبًا بك في الأسبوع 2, التوكيد في تصميم تجربة المستخدم, التسلسل الهرمي في تصميم تجربة المستخدم, المقياس والتناسب في تصميم تجربة المستخدم, الانسجام والتنوع في تصميم تجربة المستخدم, تطبيق مبادئ الغشتالت على النماذج التجريبية, قم بالانعكاس على تقدمك, الملخص: تطبيق مبادئ التصميم المرئي على النماذج التجريبية
مرحبًا بك في الأسبوع 3, مقدمة لأنظمة التصميم, فوائد أنظمة التصميم, نظام تصميم Google: نظام Material Design, نظام تصميم Shopify: Polaris, إنشاء ورقة ملصقة في Figma, استخدم مكتبة نظام التصميم في Figma, ضع في اعتبارك التقنيات المساعدة عند العمل في أنظمة التصميم, الملخص: استكشاف أنظمة التصميم
مرحبًا بك في الأسبوع 4, تقديم الملاحظات وتلقيها كمصمم تجربة مستخدم, أساسيات جلسات التعقيب على التصميم, أفضل الممارسات لجلسات التعقيب على التصميم, كونال - تجربتي مع جلسات التعقيب على التصميم, مقدمة لجلسة تعقيب على نموذج تجريبي, ملاحظة جلسة تعقيب على نموذج تجريبي, تحويل ملاحظات جلسة التعقيب إلى إجراءات, التكرار التحسيني للنماذج التجريبية بناءً على الملاحظات من جلسات التعقيب, الملخص: المشاركة في جلسات التعقيب على التصميم
مرحبًا بك في الأسبوع 5, مقدمة حول النماذج الأوّلية عالية الدقة, إنشاء نموذج أوّلي عالي الدقة في Figma, الإيماءات والحركة في تصميم تجربة المستخدم, إضافة الإيماءات والحركة في Figma, اعتبارات سهولة الوصول للإيماءات والحركة, جين - التصميم مع وضع سهولة الوصول في الاعتبار, التعلم من Figma - تفاعلات وملاحظات النموذج الأوّلي, الملخص: إنشاء نماذج أوّلية عالية الدقة
مرحبًا بك في الأسبوع 6, التخطيط لدراسة بحث تجربة المستخدم, إجراء دراسة قابلية الاستخدام, تحليل وتوليف نتائج دراسة قابلية الاستخدام, التكرار التحسيني للتصميمات عالية الدقة, تحديد وقت اكتمال التصميم, توثيق التصميمات ومشاركتها, تسليم التصميمات للإنتاج, التعلم من Figma - الاستعداد للتسليم, إنشاء دراسة حالة لمشروع محفظتك, الملخص: الاختبار والتكرار التحسيني للتصميمات, تهانينا على إكمال الدورة 5: إنشاء تصميمات ونماذج أوّلية عالية الدقة في Figma
Course: Técnicas para un aprendizaje efectivo
Modules:
Bienvenida, ¿Cómo aprendemos?, Técnica espaciada o distribuida, Técnica de recuperación, Técnica de intercalada
Course: Relativism
Modules:
Introduction to Relativism, Panel Discussion
Alethic Relativism
Epistemic Relativism
Moral Relativism
Course: Job Success: Get Hired or Promoted in 3 Steps
Modules:
Introduction to the Course, What do recruiters look for online?, General rules to strengthen your social media channels, Social media channels reminders and tips
Resumes: What do employers and recruiters want to know about you?, Overview of resume templates, Traditional and highlight resumes, Blended resumes, Infographic resumes
Step 3: Crafting your Professional Pitch
Course: Foundations of Teaching for Learning Capstone: The Reflective Practitioner
Modules:
Lecture 1, 7 Key Ideas, Reflection in Action
Kelburne Park: Two Teachers, Alex Alexandrou
Margery McMahon
Lesson Planning, Portfolios
Course: Design Thinking and Global Startup
Modules:
1-1, 1-2, 1-3
2-1, 2-2, 2-3, 2-4
3-1, 3-2, 3-3
4-1, 4-2, 4-3, 4-4
5-1, 5-2, 5-3, 5-4
6-1, 6-2, 6-3
Course: Aromatherapy: Clinical Use of Essential Oils
Modules:
Course Introduction, What is Clinical Aromatherapy?, How Are Essential Oils Made?, Essential Oil Extraction and Concentration, Frankincense Essential Oil Production, Complexity of Essential Oils, What is a Monograph?, Where to Find Essential Oil Monographs, Dental Patient Case Study, Early Essential Oil History, Essential Oil History: 16th Century to Present, Evidence Base for Aromatherapy, Dr. Jessie Hawkins Interview, Evidence Research Examples, Common Uses of Essential Oils in Healthcare, Why Healthcare Includes Aromatherapy, Aromatherapy in Healthcare Roles, Provider Stories: How I Use Essential Oils At Work
How Safe Are Essential Oils?, Skin-Related Safety Implications, Robert Tisserand Interview, Skin Reaction Risk Factors, Phototoxicity, Ingestion of Essential Oils, Considerations for Using Essential Oils With Special Populations, Pam Conrad Interview, FDA Regulation of Essential Oils, Essential Oil Quality Indicators
Salvatore Battaglia Interview, What Happens When You Inhale Essential Oils?, Direct Inhalation Methods, Indirect Inhalation Methods, Essential Oil Diffusion in Public or Shared Spaces, Introducing Essential Oils to Patients/Clients, What Happens When You Apply Essential Oils to Your Skin?, Diluting Essential Oils in a Carrier Oil, Essential Oil Compresses and Baths, Essential Oil Massage Techniques, Essential Oils for Self-Care, Provider Stories: How I Use Essential Oils At Home
How Can Essential Oils Help Manage Pain?, Patient Stories: Tony, How Can Essential Oils Help People Relax?, Clinical Use of Bergamot, Clinical Use of Lavender and Sweet Orange, Case Study: John, 32, Clinical Use of Sweet Marjoram and Roman Chamomile, Case Study: Jennie, 82
How Can Essential Oils Help Manage Nausea?, How Can Essential Oils Help Manage Fatigue?, Clinical Use of Peppermint and Spearmint, Case Study: Antonio, 56, Clinical Use of Lemon and Grapefruit, Case Study: Stella, 25, Essential Oils for Urinary Retention and Smoking Cessation
Peer Review Project Instructions
How Do I Get Started?, Developing a Clinical Aromatherapy Program, Carol Scheidel Interview, Sustaining a Clinical Aromatherapy Program, Call to Action
Course: The Bits and Bytes of Computer Networking
Modules:
Course Introduction, The TCP/IP Five-Layer Network Model, Alex: Why networking is important, Cables, Hubs and Switches, Routers, Servers and Clients, Sergio: Being a network engineer, Moving Bits Across the Wire, Twisted Pair Cabling and Duplexing, Network Ports and Patch Panels, Ethernet and MAC Addresses, Unicast, Multicast, and Broadcast, Dissecting an Ethernet Frame, Victor: Practical experience in IT
Introduction to The Network Layer, The Network Layer, IPv4 Addresses, IPv4 Datagram and Encapsulation, IPv4 Address Classes, Address Resolution Protocol, Sergio: My career path, Subnetting, Subnet Masks, Basic Binary Math, CIDR, Stay motivated in the program, Basic Routing Concepts, Routing Tables, Interior Gateway Protocols, Exterior Gateways, Autonomous Systems, and the IANA, Non-Routable Address Space, Alex: My success story
Introduction to the Transport and Application Layers, The Transport Layer, Dissection of a TCP Segment, TCP Control Flags and the Three-way Handshake, TCP Socket States, Connection-oriented and Connectionless Protocols, Firewalls, The Application Layer, The Application Layer and the OSI Model, All the Layers Working in Unison, Learner Story: Daniel
Introduction to Network Services, Why do we need DNS?, The Many Steps of Name Resolution, DNS and UDP, Sergio: A journey to the IT field, Resource Record Types, Anatomy of a Domain Name, DNS Zones, Overview of DHCP, DHCP in Action, Basics of NAT, NAT and the Transport Layer, Virtual Private Networks, Proxy Services
Introduction to Connecting to the Internet, Dial-up and Modems, What is broadband?, T-Carrier Technologies, Digital Subscriber Lines, Cable Broadband, Fiber Connections, Wide Area Network Technologies, Point-to-Point VPNs, Introduction to Wireless Networking Technologies, Wireless Network Configurations, Wireless Channels, Wireless Security, Cellular Networking, Mobile Device Networks
Introduction to Troubleshooting and the Future of Networking, Ping: Internet Control Message Protocol, Traceroute, Testing Port Connectivity, Name Resolution Tools, Public DNS Servers, DNS Registration and Expiration, Hosts Files, What is The Cloud?, Everything as a Service, Cloud Storage, IPv6 Addressing and Subnetting, IPv6 Headers, IPv6 and IPv4 Harmony, Interview Role Play: Networking, Course Wrap Up, Alex: My career path, Congratulations!
Course: English for Teaching Purposes
Modules:
What can this MOOC do for you?, 1. First week introduction, 1.1. What are the implications of changing over to teaching your classes in English at university?, 1.2.1. What is English-Medium Instruction (EMI)?, 1.2.2.  Diversity of the EMI methodology, 1.3.  Is my level good enough to change over to teaching at university in this language?, 1.4. Pronunciation, 1.5.  How do I control my nervousness?, 1.5.1. Lecture discourse, 1.6. Changing over to teaching in English: an opportunity to reassess and improve your lecturing, 1.7. Different kinds of teaching intervention, 1.8. What class sequence should I choose to teach in English?
2. Second week introduction, 2.1. Which text models does a teacher's oral discourse make use of?, 2.1.1. Exposition and argumentation, 2.2. How can I structure oral discourse?, 2.2.1.  Introducing courses and classes, 2.2.2.  Closing a class, 2.2.3. Concluding, 2.3.  How can I clarify concepts for my students?, 2.3.1. Giving examples, 2.3.2. Classifying, 2.3.3. Definitions, 2.3.4. Comparing and contrasting
3. Third week introduction, 3.1. Managing information, 3.1.1. Describing a process, 3.1.2. Expressing cause and effect, 3.1.3. Describing graphs, 3.1.4. Helping students process new information, 3.2. Managing subjectivity, 3.2.1. Expressing certainty, 3.2.2. Presenting evidence, 3.2.3. Giving opinions, 3.3. Influencing the audience, 3.3.1. Giving instructions, 3.3.2. Motivating students, 3.4. Managing interaction, 3.4.1. Classroom interaction, 3.4.2. Question management
Fourth week introduction
Course: The History of Modern Israel - Part I: From an Idea to a State
Modules:
Course Trailer, Introduction, Origins of Zionism, Practical Zionism, Political Zionism, Other Versions of Zionizm, The Old Yishuv, The 1st Aliyah (wave of immigration) & Early settlements, The 2nd Aliyah, The culture of the Immigrants - Interview with Professor Anita Shapira, The impact on the Jews in Europe & the Yishuv, WWI & British interests, The Non-Promised land
Attitudes toward Arab and Jews and its results, 1920s: Initial Arab Opposition to the Zionist Project (1920-21, 1929), New waves of immigration, Settlements, Social Organization, Military militias, Demographic and social changes, political consolidation, The development of an Hebrew Culture - Interview with Professor Anita Shapira, Building a Hebrew Society, The creation of the Palestinian National Movement, From the Peel commission to the White Paper of 1939
The Nazis' rise to power, WWII and the Holocaust, The Conflict, The approach to the British during the war - Interview with Professor Moti Golani (In Hebrew -Please use subtitles), Protesting, but still Aiding, Revolt against the British, The true face of the relations with Britain - Interview with Professor Moti Golani (In Hebrew -Please use subtitles), Diverse approaches to the struggle, The UN intervention and the partition Plan, The "Civil War" between Jews and Palestinian at the end of the British Mandate, The Declaration of Independence, the war against the Arab invasion, Victory and armistice
Course: Deep Neural Networks with PyTorch
Modules:
Overview of Tensors, Tensors 1D, Two-Dimensional Tensors, Differentiation in PyTorch, Simple Dataset, Dataset
Linear Regression Prediction, Linear Regression Training, Loss, Gradient Descent and Cost, Cost, Linear Regression PyToch, PyTorch Linear Regression Training Slope and Bias
Stochastic Gradient Descent, Mini-Batch Gradient Descent, Optimization in PyTorch, Training, Validation and Test Split, Training, Validation and Test Split PyTorch
Multiple Linear Regression  Prediction, Multiple Linear Regression Training, Linear Regression Multiple Outputs, Multiple Output Linear Regression Training
Linear Classifiers, Logistic Regression: Prediction, Bernoulli Distribution and Maximum Likelihood Estimation, Logistic Regression Cross Entropy Loss
6.1 Softmax, 6.2 Softmax Function:Using Lines to Classify Data, Softmax PyTorch
What's a Neural Network, More Hidden Neurons, Neural Networks with Multiple Dimensional Input, 7.4  Multi-Class Neural Networks, 7.5 Backpropagation, 7.5 Activation Functions
8.1.1 Deep Neural Networks, 8.1.2 Deeper Neural Networks : nn.ModuleList(), 8.2 Dropout, 8.3 Neural Network initialization Weights, Gradient Descent with Momentum, Batch Normalization
9.1 Convolution, 9.2 Activation Functions and Max Polling, 9.3. Multiple Input and Output Channels, 9.4.1 Convolutional Neural Network, 9.4.2 Convolutional Neural Network, GPU in PyTorch, TORCH-VISION MODELS
Fashion MNIST Classification Assignment
Course: Análise de Segmentação de Mercado
Modules:
Introdução à Estratégia de Mercado, Estratégia de Mercado, Segmentação de Mercado, Implementação da Segmentação de Mercado, Eficiência da Segmentação de Mercado, Erros da Segmentação de Mercado
Coleta e Estruturação de Dados, Tipos de Dados, Tipos de Variáveis, Análise Exploratória de Dados, Análise Quantitativa, Demonstração Usando o R
Algoritmos de Segmentação, Métodos Hierárquicos, Métricas de Distância, Matriz de Distâncias, Demonstração Usando o R - Parte 1, Demonstração Usando o R - Parte 2
Segmentação por Método K-Means, Padronização de Variáveis, Número Ideal de Grupos, Cluster K-Means, Demonstração Usando o R - Parte 1, Video: Demonstração Usando o R - Parte 2
Course: Developing AR/VR/MR/XR Apps with WebXR, Unity & Unreal
Modules:
Meet Your Instructor, Course Overview, XR Development Approach (Part 1), XR Development Approach (Part 2), WebXR vs. Unity vs. Unreal, Building Your XR Development Toolbox, The Jump from 2D to 3D (Part 1), The Jump from 2D to 3D (Part 2), First Steps in WebXR, First Steps in Unity, First Steps in Unreal, Welcome to the Honors Track, Your 3D Scene, Office Hour: AR/VR with A-Frame
Designing a Virtual Reality (Part 1), Designing a Virtual Reality (Part 2), VR Design Case Study, Interview with Kara Dailey, Menus & Navigation in VR (Part 1), Menus & Navigation in VR (Part 2), Object Selection & Manipulation in VR (Part 1), Object Selection & Manipulation in VR (Part 2), Basic VR with WebXR, Immersive VR with WebXR, Your VR Scene, Office Hour #2: VR with Unity
Designing an Augmented Reality, AR Design Case Study, Interview with Shwetha Rajaram, Marker-based AR (Part 1), Marker-based AR (Part 2), Marker-less AR (Part 1), Marker-less AR (Part 2), Hand-held vs. Head-worn AR (Part 1), Hand-held vs. Head-worn AR (Part 2), AR Demo, Marker-based AR with WebXR, Marker-less AR with WebXR, Your AR Scene
Advanced Techniques I, Advanced Techniques II, XR Research (Part 1), XR Research (Part 2), XR Research (Part 3), XR Research Panel, Making of, Course Conclusion, Your XR Scene Peer Review
Course: Electric Power Systems
Modules:
Introduction: Energy: Production, Distribution & Safety, Basic Electricity: Concepts, Basic Electrical Properties, Simple Circuits, Ohm's Law, AC Current
Generation, Transmission, & Distribution: Substations & Transformers, Generation, Transmission & Subtransmission, Distribution
System Design & Switching: Circuit Breakers, Switches, Double-Busbar & Switching Sequence
Smart Grid Risks, Smart Grid, Utilities & Consumers, Smart Grid & the Environment, Renewable Energy