Tabla de Contenidos: “…. -- Step 2 - exploring data -- Step 3 - transforming data -- Step 4 - training and evaluating the model performance -- Step 5 - plotting the model -- Hierarchical clustering - Amazon rainforest burned between 1999-2010 -- Getting ready -- Step 1 - collecting and describing data -- How to do it... -- Step 2 - exploring data -- Step 3 - transforming data -- Step 4 - training and evaluating model performance -- Step 5 - plotting the model -- Step 6 - improving model performance -- Hierarchical clustering - gene clustering -- Getting ready -- Step 1 - collecting and describing data -- How to do it... -- Step 2 - exploring data -- Step 3 - transforming data -- Step 4 - training the model -- Step 5 - plotting the model -- Binary clustering - math test -- Getting ready -- Step 1 - collecting and describing data -- How to do it... -- Step 2 - exploring data -- Step 3 - training and evaluating model performance -- Step 4 - plotting the model -- Step 5 - K-medoids clustering -- K-means clustering - European countries protein consumption -- Getting ready -- Step 1 - collecting and describing data -- How to do it... -- Step 2 - exploring data -- Step 3 - clustering -- Step 4 - improving the model -- K-means clustering - foodstuff -- Getting ready -- Step 1 - collecting and describing data -- How to do it... -- Step 2 - exploring data -- Step 3 - transforming data -- Step 4 - clustering -- Step 5 - visualizing the clusters -- Chapter 4: Model Selection and Regularization -- Introduction -- Shrinkage methods - calories burned per day -- Getting ready -- Step 1 - collecting and describing data -- How to do it... -- Step 2 - exploring data…”

Tabla de Contenidos: “…Cover -- Copyright -- Credits -- Foreword -- About the Authors -- About the Reviewer -- www.PacktPub.com -- Customer Feedback -- Table of Contents -- Preface -- Chapter 1: The Big Data Science Ecosystem -- Introducing the Big Data ecosystem -- Data management -- Data management responsibilities -- The right tool for the job -- Overall architecture -- Data Ingestion -- Data Lake -- Reliable storage -- Scalable data processing capability -- Data science platform -- Data Access -- Data technologies -- The role of Apache Spark -- Companion tools -- Apache HDFS -- Advantages -- Disadvantages -- Installation -- Amazon S3 -- Advantages -- Disadvantages -- Installation -- Apache Kafka -- Advantages -- Disadvantages -- Installation -- Apache Parquet -- Advantages -- Disadvantages -- Installation -- Apache Avro -- Advantages -- Disadvantages -- Installation -- Apache NiFi -- Advantages -- Disadvantages -- Installation -- Apache YARN -- Advantages -- Disadvantages -- Installation -- Apache Lucene -- Advantages -- Disadvantages -- Installation -- Kibana -- Advantages -- Disadvantages -- Installation -- Elasticsearch -- Advantages -- Disadvantages -- Installation -- Accumulo -- Advantages -- Disadvantages -- Installation -- Summary -- Chapter 2: Data Acquisition -- Data pipelines -- Universal ingestion framework -- Introducing the GDELT news stream -- Discovering GDELT in real-time -- Our first GDELT feed -- Improving with publish and subscribe -- Content registry -- Choices and more choices -- Going with the flow -- Metadata model -- Kibana dashboard -- Quality assurance -- [Example 1 - Basic quality checking, no contending users] -- Example 1 - Basic quality checking, no contending users -- Example 2 - Advanced quality checking, no contending users -- Example 3 - Basic quality checking, 50% utility due to contending users -- Summary…”

Tabla de Contenidos: “…Forward and reverse proxies -- Using the http-proxy module -- Deploying a NGINX load balancer on Digital Ocean -- Installing and configuring NGINX -- Message queues - RabbitMQ -- Types of exchanges -- Using Node's UDP module -- UDP multicasting with Node -- Using Amazon Web Services in your application -- Authenticating -- Errors -- Using S3 to store files -- Working with buckets -- Working with objects -- Using AWS with a Node server -- Getting and setting data with DynamoDB -- Searching the database -- Sending mail via SES -- Using Twilio to create an SMS bot on Heroku -- Using Twilio webhooks to receive and send SMS messages -- The switchboard -- The ThankYou interface -- Summary -- Chapter 9: Microservices -- Why microservices? …”

Tabla de Contenidos: “…Intro -- Inhalt -- Vorwort -- Kapitel 1: Online-Marketing -- Wandel der Marketingkommunikation von Push zu Pull - und (teilweise) zurück zu Push -- Nutzerzahlen -- Mobile Web -- Bewegtbild -- Big Data -- GAFA -- Sprache, Assistenten, künstliche Intelligenzen -- Es bleibt spannend -- Trends im Online-Marketing - eine Einschätzung der Experten-Autor*innen -- Berufsbild und Aufgaben des Online Marketing Manager: Interview mit Philipp Klöckner -- Kapitel 2: Die Online-Marketing- Strategie -- Die wichtigsten Online-Marketing- Instrumente und -Kanäle -- Die wichtigsten Gatekeeper Google, YouTube, Facebook und Amazon -- Online-Marketing im Marketing-Mix -- Strategie und Taktik -- Ziel- und Bedarfsgruppenanalysen -- SWOT-Analyse zur Bestimmung des Online-Marketing-Mix -- Die Customer Journey im Zentrum des Online-Marketings -- Touchpoints und Customer Experience -- Die Entwicklung einer Online-Marketing- Strategie entlang der Customer Journey -- Online-Marketing im Upper Funnel -- Online-Marketing im Lower Funnel -- Digitaler Markenaufbau als kritischer Erfolgsfaktor -- Der Einfluss des semantischen Webs (Web 3.0) auf das Online-Marketing -- Die Rolle der Marke im semantischen Web -- Das Web 3.0 und die digitale Marke -- Kennzahlen für erfolgreiches Branding -- Methoden zur Bestimmung der eigenen themenbezogenen Markenstärke anhand von Google -- Verbesserung der digitalen Markenpopularität und thematischen Markenstärke -- Die eigenen Assets als Kern der Online- Marketing-Strategie -- Interview mit Karl Kratz -- Kapitel 3: Content-Marketing -- Was ist Content-Marketing, und was ist Content? …”

“…Hundreds of examples from companies such as Facebook®, Google®, Twitter®, Amazon®, Pinterest®, eBay®, Uber®, WhatsApp®, and Snapchat® illustrate how e-commerce is altering business practices and driving shifts in the global economy. …”

Tabla de Contenidos: “…-- Summary -- Chapter 10: Project #6 - Making Your Home Smarter with a Voice Assistant -- Technical requirements -- Creating smarter homes with IoT -- Essential components - sensors and development boards -- Blueprint for your smart home IoT project -- Schematic design and assembly -- Testing the WS2812 with the Arduino IDE -- Initial setup - Thing, network credentials, cloud variables, and code -- Cloud variables -- Associating a device -- Network -- Coding -- User-friendly controls - building web and mobile dashboards -- Enhancing controls - integrating the Arduino IoT Cloud with Amazon Alexa -- What next? -- Summary…”

Tabla de Contenidos: “…Améliorer l'accès à des -- infrastructures de communication de qualité -- Pallier les pénuries de compétences numériques et de gestion -- Renforcer les compétences fondamentales -- Augmenter l'offre nationale de compétences numériques spécialisées -- Renforcer les compétences en management -- Diminuer les obstacles réglementaires à l'innovation numérique -- Rendre les réglementations plus réactives et plus accommodantes face aux innovations numériques -- Établir un droit des consommateurs concernant leurs données -- Protéger la concurrence sur les marchés des services numériques -- Renforcer la confiance dans l'environnement Internet et se préparer aux risques de cybersécurité -- Prévenir l'extrémisme en ligne et les biais algorithmiques -- Renforcer la gestion des risques de sécurité numérique -- Améliorer la transformation numérique des petites entreprises -- Sensibilisation aux avantages des technologies numériques -- Renforcer l'assistance technique et le transfert des connaissances -- Fournir un soutien financier pour la transformation numérique -- Améliorer l'accès au capital-développement -- Stimuler les exportations des entreprises en exploitant les technologies numériques -- Profiter des marchés publics pour favoriser la croissance des services numériques -- Amorcer l'innovation numérique dans le secteur agricole -- Renforcer la concurrence -- Renforcer les capacités d'exploitation des technologies numériques -- Améliorer l'interopérabilité et les données ouvertes -- Favoriser la croissance de l'Agritech au moyen des exportations -- Références…”

Tabla de Contenidos: “…Améliorer l'accès à des infrastructures de communication de qualité -- Pallier les pénuries de compétences numériques et de gestion -- Renforcer les compétences fondamentales -- Augmenter l'offre nationale de compétences numériques spécialisées -- Renforcer les compétences en management -- Diminuer les obstacles réglementaires à l'innovation numérique -- Rendre les réglementations plus réactives et plus accommodantes face aux innovations numériques -- Établir un droit des consommateurs concernant leurs données -- Protéger la concurrence sur les marchés des services numériques -- Renforcer la confiance dans l'environnement Internet et se préparer aux risques de cybersécurité -- Prévenir l'extrémisme en ligne et les biais algorithmiques -- Renforcer la gestion des risques de sécurité numérique -- Améliorer la transformation numérique des petites entreprises -- Sensibilisation aux avantages des technologies numériques -- Renforcer l'assistance technique et le transfert des connaissances -- Fournir un soutien financier pour la transformation numérique -- Améliorer l'accès au capital-développement -- Stimuler les exportations des entreprises en exploitant les technologies numériques -- Profiter des marchés publics pour favoriser la croissance des services numériques -- Amorcer l'innovation numérique dans le secteur agricole -- Renforcer la concurrence -- Renforcer les capacités d'exploitation des technologies numériques -- Améliorer l'interopérabilité et les données ouvertes -- Favoriser la croissance de l'Agritech au moyen des exportations -- Références…”

Tabla de Contenidos: “…De cómo salí de allí con mi hábitoDe cómo el emperador se fue a Italia y yo quedé en españa, siendo mozo y recio, y su criado y capitán y su aficionado; Lo que me acaeció en este destierro con el dicho duque del infantazgo y con el marqués de Villena, duque de Escalona, y cómo fue libre y pagado; Después volví a la Corte; lo que me acaeció en ella; De cómo salí de la Corte de la emperatriz esta vez; Lo que me acaeció llegando a Sevilla, así sobre esta dicha muerte del señor duque como en mi vida; Lo que me acaeció en Sevilla; Una carta que envió el dicho mesonero a don Alonso…”

Tabla de Contenidos: “…-- References -- Notes -- 5 Digital teaching and learning resources -- Introduction -- A state of the art -- Division of public responsibility -- Open provision of educational content -- TV and radio content -- Social media channels -- Massive Open Online Courses (MOOC) -- Public curation of digital teaching and learning resources -- Resources in all shapes and forms -- Open educational resources -- Self-assessment resources -- Digital textbooks -- Public provision of "smart" digital tools and resources -- Online student tutoring platform -- Digital resources for teacher development -- Moving forward: key insights, reflection, and possible development -- Summary of findings -- Looking forward: where to go next? …”

Tabla de Contenidos: “…-- On-Demand Streaming Services -- Amazon Prime Video -- Apple TV+ -- Hulu -- Netflix -- Paramount+ -- Peacock -- Cable-Replacement Services -- fuboTV -- Hulu + Live TV -- Sling TV -- YouTube TV -- Checking Out Premium Channels -- Part 4 The Part of Tens -- Chapter 10 Ten Ways to Save Money in a Cord-Free World…”

Tabla de Contenidos: “…-- 10.3 To Singularity and Beyond -- Chapter 11 Deep-Dives (Case Studies) -- 11.1 Hitting the TV Screen -- IPTV/Hybrid TV and OTT -- 11.1.1 The Taxonomy of OTT Video -- 11.1.2 Arqiva Connect and Freeview Plus -- 11.2 Creating Nasdaq's Cloud-Based Virtual Workflow -- 11.2.1 The Genesis of a Virtual Workflow -- 11.2.2 The Technology Behind the Workflow -- 11.2.3 Why Amazon EC2? -- 11.2.4 What Sort of Scaling Issues did You Face? …”

Tabla de Contenidos: “…-- Motifs and Discords -- Subsequences and Matches -- Discretizing the Data -- Implementing SAX -- Segmentation and Blocking -- Making SAX Multi-series -- Scoring Outliers -- Test and Website Updates -- Unit and Integration Tests -- Website Updates -- Conclusion -- Part V: Stacking Up to the Competition -- Chapter 18: Configuring Azure Cognitive Services Anomaly Detector -- Gathering Market Intelligence -- Amazon Web Services: SageMaker -- Microsoft Azure: Cognitive Services -- Google Cloud: AI Services -- Configuring Azure Cognitive Services -- Set Up an Account -- Using the Demo Application -- Conclusion -- Chapter 19: Performing a Bake-Off -- Preparing the Comparison…”

Tabla de Contenidos: “…-- Warning - Spark on EMR is not cheap -- Setting up our Amazon Web Services / Elastic MapReduce account and PuTTY -- Partitioning -- Using .partitionBy() -- Choosing a partition size -- Creating similar movies from one million ratings - part 1 -- Changes to the script -- Creating similar movies from one million ratings - part 2 -- Our strategy -- Specifying memory per executor -- Specifying a cluster manager -- Running on a cluster -- Setting up to run the movie-similarities-1m.py script on a cluster -- Preparing the script -- Creating a cluster…”

Tabla de Contenidos: “…Identifying core functionalities -- Generating test scenarios -- Working with a Testing Framework -- Installing Jest -- Running Jest -- Generating test cases -- Reading a coverage report -- Analyzing test results -- Test-Driven Development with AI -- Chapter 10 Documenting Your Code -- Working with Documentation Bots -- Building your own documentation bot -- Testing your documentation assistant -- Generating Code Comments and Annotations -- Installing and testing Mintlify Doc Writer -- Commenting on Underscore -- Creating Visual Documentation -- Generating a sequence diagram -- Generating a requirements diagram -- Automating API Documentation with AI -- Documenting a REST API -- Creating an API documentation chatbot -- Chapter 11 Maintaining Your Code -- Knowing the Four Types of Maintenance -- Corrective software maintenance -- Adaptive software maintenance -- Perfective software maintenance -- Preventative software maintenance -- Utilizing AI for Code Maintenance -- Enhancing Code Quality with AI -- Understanding technical debt -- Getting started with Code Climate -- Enabling the text coverage report -- Analyzing code quality metrics -- Making AI-assisted code quality improvements -- Part 4 The Part of Tens -- Chapter 12 Ten More Tools to Try -- Amazon CodeWhisperer -- Sourcegraph Cody -- DeepMind AlphaCode -- Google Bard -- Codeium -- Claude -- Microsoft IntelliCode -- Sourcery -- Bugasura -- UserWay -- Chapter 13 Ten AI Coding Resources -- Code.org's AI Resources -- Kaggle -- Google's Dataset Search -- edX -- Edabit -- StatQuest -- AI4All Open Learning -- Gymnasium -- fast.ai -- Microsoft Learn -- Index -- EULA…”

Tabla de Contenidos: “…-- GPT Models in Medicine -- Radiology -- Patient Self-Care Management and Informed Decision-Making -- Public Health -- Conclusion -- Part V Summary, Looking Forward, and Additional Resources -- Epilogue: Getting Good at AI for Good -- Communication -- Setting Realistic Expectations for AI -- Confronting Technical Limitations -- Project Scoping and Implementation -- Data -- Adapting to Previously Collected Datasets -- Creating Training and Test Sets with the Application Scenario in Mind -- Modeling -- Incorporating Domain Expertise -- Model Development with Resource Constraints -- Evaluation and Metrics -- Humans in the Loop -- Impact -- Uphill Path to Deployment and Adoption -- Measuring Impact -- Conclusion -- Key Takeaways -- AI and Satellites: Critical Tools to Help Us with Planetary Emergencies -- Amazing Things in the Amazon -- Quick Help Saving Lives in Disaster Response -- Additional Resources…”

Tabla de Contenidos: “…. -- See also -- Chapter 11: Working With Common Cloud Data Sources -- Technical requirements -- Working with Amazon S3 -- Getting ready -- How to do it... -- How it works... -- See also -- Working with Azure Blob Storage -- Getting ready -- How to do it... -- How it works... -- There's more... -- See also -- Working with Google Cloud Storage -- Getting ready -- How to do it... -- How it works... -- See also -- Working with BigQuery -- Getting ready -- How to do it... -- How it works... -- See also -- Working with Snowflake -- Getting ready -- How to do it... -- How it works... -- See also -- Chapter 12: Testing and Debugging in Polars -- Technical requirements -- Debugging chained operations -- How to do it... -- How it works…”

“…Auf der anderen Seite schaffen es High-Performer wie Google, Amazon, Facebook oder Netflix, routinemäßig und zuverlässig hundert- oder gar tausendmal pro Tag Code auszuliefern. …”

Tabla de Contenidos: “…-- 3.1 How Shapes of Supply and Demand Curves Matter -- 3.2 Sensitivity of the Quantity Demanded to Price -- Price Elasticity of Demand -- Solved Problem 3.1 -- Application: The Demand Elasticities for Google Play and Apple Apps -- Elasticity Along the Demand Curve -- Demand Elasticity and Revenue -- Solved Problem 3.2 -- Application: Amazon Prime -- Demand Elasticities over Time -- Other Demand Elasticities -- Application: Anti-Smoking Policies May Reduce Drunk Driving -- 3.3 Sensitivity of the Quantity Supplied to Price -- Elasticity of Supply -- Elasticity Along the Supply Curve -- Supply Elasticities over Time -- Application: Oil Drilling in the Arctic National Wildlife Refuge -- Solved Problem 3.3 -- 3.4 Effects of a Sales Tax -- Effects of a Specific Tax on the Equilibrium -- The Equilibrium Is the Same No Matter Whom the Government Taxes -- Solved Problem 3.4 -- Firms and Customers Share the Burden of the Tax -- Application: Taxes to Prevent Obesity -- Solved Problem 3.5 -- Ad Valorem and Specific Taxes Have Similar Effects -- Solved Problem 3.6 -- Subsidies -- Application: Subsidizing Ethanol -- Challenge Solution: Who Pays the Gasoline Tax? …”