Tabla de Contenidos: “…Intro -- inside front cover -- Getting Started with Natural Language Processing -- Copyright -- dedication -- contents -- front matter -- preface -- acknowledgments -- about this book -- Who should read this book -- How this book is organized: A road map -- About the code -- liveBook discussion forum -- Other online resources -- about the author -- about the cover illustration -- 1 Introduction -- 1.1 A brief history of NLP -- 1.2 Typical tasks -- 1.2.1 Information search -- 1.2.2 Advanced information search: Asking the machine precise questions -- 1.2.3 Conversational agents and intelligent virtual assistants -- 1.2.4 Text prediction and language generation -- 1.2.5 Spam filtering -- 1.2.6 Machine translation -- 1.2.7 Spell- and grammar checking -- Summary -- Solution to exercise 1.1 -- 2 Your first NLP example -- 2.1 Introducing NLP in practice: Spam filtering -- 2.2 Understanding the task -- 2.2.1 Step 1: Define the data and classes -- 2.2.2 Step 2: Split the text into words -- 2.2.3 Step 3: Extract and normalize the features -- 2.2.4 Step 4: Train a classifier -- 2.2.5 Step 5: Evaluate the classifier -- 2.3 Implementing your own spam filter -- 2.3.1 Step 1: Define the data and classes -- 2.3.2 Step 2: Split the text into words -- 2.3.3 Step 3: Extract and normalize the features -- 2.3.4 Step 4: Train the classifier -- 2.3.5 Step 5: Evaluate your classifier -- 2.4 Deploying your spam filter in practice -- Summary -- Solutions to miscellaneous exercises -- 3 Introduction to information search -- 3.1 Understanding the task -- 3.1.1 Data and data structures -- 3.1.2 Boolean search algorithm -- 3.2 Processing the data further -- 3.2.1 Preselecting the words that matter: Stopwords removal -- 3.2.2 Matching forms of the same word: Morphological processing -- 3.3 Information weighing -- 3.3.1 Weighing words with term frequency…”

Tabla de Contenidos: “…Cover -- Half Title -- Title -- Copyright -- Dedication -- Contents -- List of Figures -- Preface -- Acknowledgments -- Part I Development and Pre-Production -- 1 Media Development -- Executive Producer -- Qualities of a Good EP -- Acquiring the Script -- Working With Writers -- Developing the Package -- The Pitch Deck -- The Business Plan -- Executive Summary -- The Company -- The Project -- Schedule -- Industry Statement -- Marketing -- Distribution -- Return on Investment (ROI) -- Distribution Agreement -- The Budget -- Locations -- Business Plan Checklist -- Acquisitions, Contracts, and Deals -- Unions, Guilds, and Organizations -- Summary -- Reference List -- 2 The Producers -- The Producer's Job -- Working With First-Time Directors -- Associate Producer -- Assistant to the Producer -- Qualities of a Good Assistant -- Field Producing -- Producing Live Events -- Producing Documentary -- Content Producers -- Producing Animation -- The Psychology of Producing -- Producing Is Leading -- Unions, Guilds, and Organizations -- Summary -- Reference List -- 3 Script Breakdown and Scheduling -- Scheduling a Film: Step-by-Step Overview -- The Script Breakdown -- What Are the Elements? …”

Tabla de Contenidos: “…-- Chapter 16 How to manage an under-performing executive -- Chapter 17 How to fire a customer or supplier (nicely) -- Firing a client -- Firing a supplier -- When in doubt, do nothing -- Chapter 18 The immature entrepreneur -- The dopamine trap -- Avoiding the immature entrepreneur trap -- Staying focused -- Chapter 19 Why partnerships don't work -- Part III takeaways -- Part 4 Marketing -- Chapter 20 Get some skin in the game -- Meet Gary Vee! Live in London! -- How to be 300 years ahead of your competitors -- How to 10× your goals -- The day the world changed -- Listen to your instinct -- What happened? …”

Tabla de Contenidos: “…Fairness in machine learning modeling -- Proxies for sensitive variables -- Sources of bias -- Biases introduced in data generation and collection -- Bias in model training and testing -- Bias in production -- Using explainability techniques -- Fairness assessment and improvement in Python -- Summary -- Questions -- References -- Part 3: Low-Bug Machine Learning Development and Deployment -- Chapter 8: Controlling Risks Using Test-Driven Development -- Technical requirements -- Test-driven development for machine learning modeling -- Unit testing -- Machine learning differential testing -- Tracking machine learning experiments -- Summary -- Questions -- References -- Chapter 9: Testing and Debugging for Production -- Technical requirements -- Infrastructure testing -- Infrastructure as Code tools -- Infrastructure testing tools -- Infrastructure testing using Pytest -- Integration testing of machine learning pipelines -- Integration testing using pytest -- Monitoring and validating live performance -- Model assertion -- Summary -- Questions -- References -- Chapter 10: Versioning and Reproducible Machine Learning Modeling -- Technical requirements -- Reproducibility in machine learning -- Data versioning -- Model versioning -- Summary -- Questions -- References -- Chapter 11: Avoiding and Detecting Data and Concept Drifts -- Technical requirements -- Avoiding drifts in your models -- Avoiding data drift -- Addressing concept drift -- Detecting drifts -- Practicing with alibi_detect for drift detection -- Practicing with evidently for drift detection -- Summary -- Questions -- References -- Part 4: Deep Learning Modeling -- Chapter 12: Going Beyond ML Debugging with Deep Learning -- Technical requirements -- Introduction to artificial neural networks -- Optimization algorithms -- Frameworks for neural network modeling…”

Tabla de Contenidos: “…Developing Programming and Taking It Live -- Moving from Dreams to the FM Dial -- Music programs -- Spoken word programs -- Experimental radio programs -- Setting the Scene -- Deciding on program titles and DJ names -- Making musical selections -- Considering guests for your show -- Promoting your radio program -- Preparing Your Shows -- Checking equipment -- Cueing music -- Going Live! …”

Tabla de Contenidos: “…3.4.3 Eine Schwäche des Autofokus der EOS R7 -- 4 Die Belichtung -- 4.1 Verdoppelung und Halbierung der Lichtmenge -- 4.2 Das Histogramm im Detail -- 4.2.1 Die 18 % und die Graukarte -- 4.2.2 Das Live-Histogramm im Sucher einsetzen -- 4.3 Die Belichtungsmessung der EOS R7 -- 4.3.1 Die Mehrfeldmessung -- 4.3.3 Mittenbetonte Messung (Integralmessung) -- 4.3.2 Selektivmessung -- 4.3.4 Spotmessung -- 5 Die Programme -- 5.1 Die automatische Motiverkennung (Vollautomatik A+) -- 5.1.1 Autofokus in der Automatik -- 5.2 Besondere Szene (SCN) -- 5.3 Der Kreativfilter-Modus -- 5.4 Die Kreativprogramme…”

“…This book provides (a) students with good in-depth and complete study material that is easy to learn and gain mastery of the subject of 'LIC', subscribing fully to university course syllabus and later in their professional career, (b) teaching faculty find complete subject material easy to impart in the classrooms and build strong foundation for the students, and (c) practitioners in the area who need to refer back to a seemingly simple concept that needs clarity and reinforcement while working on live projects…”

Tabla de Contenidos: “…-- Developing a churn analytics pipeline -- Description of the dataset -- Exploratory analysis and feature engineering -- LR for churn prediction -- SVM for churn prediction -- DTs for churn prediction -- Random Forest for churn prediction -- Selecting the best model for deployment -- Summary -- Chapter 3: High Frequency Bitcoin Price Prediction from Historical and Live Data -- Bitcoin, cryptocurrency, and online trading -- State-of-the-art automated trading of Bitcoin -- Training -- Prediction -- High-level data pipeline of the prototype -- Historical and live-price data collection -- Historical data collection -- Transformation of historical data into a time series -- Assumptions and design choices -- Data preprocessing -- Real-time data through the Cryptocompare API -- Model training for prediction -- Scala Play web service -- Concurrency through Akka actors -- Web service workflow -- JobModule -- Scheduler…”

Tabla de Contenidos: “…Using a Pilot Light architecture for DR -- Using a warm standby architecture for DR -- Using a Multi-Site architecture for DR -- Testing disaster recovery strategy -- Setting up high availability -- AWS high availability architecture -- HA support for Elastic Load Balancer -- HA support for the Relational Database Service -- Summary -- Chapter 6: Designing for and Implementing Security -- Defining security objectives -- Understanding the security responsibilities -- Best practices in implementing AWS security -- Security considerations while using CloudFront -- CloudFront and ACM integration -- Understanding access control options -- Web Application Firewall -- Securing the application -- Implementing Identity Lifecycle Management -- Tracking AWS API activity using CloudTrail -- Logging for security analysis -- Using third-party security solutions -- Reviewing and auditing security configuration -- Setting up security -- Using AWS IAM to secure an infrastructure -- Understanding IAM roles -- Using the AWS Key Management Service -- Creating KMS keys -- Using the KMS key -- Application security -- Implementing transport security -- Generating self-signed certificates -- Configuring ELB for SSL -- Securing data at rest -- Securing data on S3 -- Using the S3 console for server-side encryption -- Securing data on RDS -- Summary -- Chapter 7: Deploying to Production and Going Live -- Managing infrastructure, deployments, and support at scale -- Creating and managing AWS environments using CloudFormation -- Creating CloudFormation templates -- Building a DevOps pipeline with CloudFormation -- Updating stacks -- Extending CloudFormation -- Using CloudWatch for monitoring -- Using AWS solutions for backup and archiving -- Planning for production go-live activities -- Setting up for production -- AWS production deployment architecture -- VPC subnets…”

Tabla de Contenidos: “…Understanding additional btree features -- Combined indexes -- Adding functional indexes -- Reducing space consumption -- Adding data while indexing -- Introducing operator classes -- Hacking up an operator class for a btree -- Creating new operators -- Creating operator classes -- Testing custom operator classes -- Understanding PostgreSQL index types -- Hash indexes -- GiST indexes -- Understanding how GiST works -- Extending GiST -- GIN indexes -- Extending GIN -- SP-GiST indexes -- BRIN indexes -- Extending BRIN indexes -- Adding additional indexes -- Achieving better answers with fuzzy searching -- Taking advantage of pg_trgm -- Speeding up LIKE queries -- Handling regular expressions -- Understanding full-text search -- Comparing strings -- Defining GIN indexes -- Debugging your search -- Gathering word statistics -- Taking advantage of exclusion operators -- Summary -- Q&amp -- A -- Chapter 4: Handling Advanced SQL -- Introducing grouping sets -- Loading some sample data -- Applying grouping sets -- Investigating performance -- Combining grouping sets with the FILTER clause -- Making use of ordered sets -- Understanding hypothetical aggregates -- Utilizing windowing functions and analytics -- Partitioning data -- Ordering data inside a window -- Using sliding windows -- Abstracting window clauses -- Making use of on-board windowing functions -- The rank and dense_rank functions -- The ntile() function -- The lead() and lag() functions -- The first_value(), nth_value(), and last_value() functions -- The row_number() function -- Writing your own aggregates -- Creating simple aggregates -- Adding support for parallel queries -- Improving efficiency -- Writing hypothetical aggregates -- Summary -- Chapter 5: Log Files and System Statistics -- Gathering runtime statistics -- Working with PostgreSQL system views -- Checking live traffic…”

Tabla de Contenidos: “…Distinguishing Characteristics of Living Systems -- 1.4. The Unit of Biological Organization: The Cell -- 1.5. …”

Tabla de Contenidos: “…-- References -- Part VI Epilogue -- 17 After/Lives: Insights from the COVID-19 Pandemic for Gay Neighborhoods -- 17.1 Introduction: Once More, Without Human Contact? …”

Tabla de Contenidos: “…Gathering runtime statistics -- Working with PostgreSQL system views -- Checking live traffic -- Inspecting databases -- Inspecting tables -- Making sense of pg_stat_user_tables -- Digging into indexes -- Tracking the background worker -- Tracking, archiving, and streaming -- Checking SSL connections -- Inspecting transactions in real time -- Tracking vacuum progress -- Using pg_stat_statements -- Creating log files -- Configuring postgresql.conf file -- Defining log destination and rotation -- Configuring syslog -- Logging slow queries -- Defining what and how to log -- Summary -- Chapter 6: Optimizing Queries for Good Performance -- Learning what the optimizer does -- Optimizations by example -- Evaluating join options -- Nested loops -- Hash joins -- Merge joins -- Applying transformations -- Inlining the view -- Flattening subselects -- Applying equality constraints -- Exhaustive searching -- Trying it all out -- Making the process fail -- Constant folding -- Understanding function inlining -- Join pruning -- Speedup set operations -- Understanding execution plans -- Approaching plans systematically -- Making EXPLAIN more verbose -- Spotting problems -- Spotting changes in runtime -- Inspecting estimates -- Inspecting buffer usage -- Fixing high buffer usage -- Understanding and fixing joins -- Getting joins right -- Processing outer joins -- Understanding the join_collapse_limit variable -- Enabling and disabling optimizer settings -- Understanding genetic query optimization -- Partitioning data -- Creating partitions -- Applying table constraints -- Modifying inherited structures -- Moving tables in and out of partitioned structures -- Cleaning up data -- Adjusting parameters for good query performance -- Speeding up sorting -- Speedup administrative tasks -- Summary -- Chapter 7: Writing Stored Procedures…”

Tabla de Contenidos: “…7.6.1 QS, Biofilm Growth, and MIC -- 7.6.2 Bioinformatics Analysis -- 7.7 Adhesion-Induced Emergent Properties in Biofilm -- 7.8 Methods to Inhibit Quorum Sensing -- 7.9 Conclusion -- Acknowledgments -- References -- Chapter 8 Data-Driven 2D Material Discovery Using Biofilm Data and Information Discovery System (Biofilm-DIDS) -- 8.1 Introduction -- 8.1.1 Microbial Community, Biofilm, and Material-Biofilm Interaction -- 8.1.2 Complex System Design: SDLC and Agile Methodology Meets Big Data -- 8.1.3 Big Data Mining and Knowledge Discovery -- 8.2 Interface between the Living and the Non-Living: a System Thinking Approach -- 8.2.1 System Understanding of Biointerface -- 8.2.2 Big Data in Biointerfaces -- 8.3 Biofilm-DIDS Overview -- 8.4 Using Biofilm-DIDS to Extract Biocorrosion Gene of Interest from the Literature and Material Dimension Prediction -- 8.4.1 Expert Informed Relevant Dataset Extraction from User Free Text Question -- 8.4.2 Downstream Analysis for Material Dimension Prediction -- 8.5 Conclusions -- Acknowledgments -- References -- Chapter 9 Machine Learning-Guided Optical and Raman Spectroscopy Characterization of 2D Materials -- 9.1 Introduction -- 9.2 Established Surface Characterization Techniques -- 9.3 ML-Guided Optical Detection of 2D Materials -- 9.4 ML-Guided Raman Spectroscopy Detection of 2D Materials -- 9.5 Common Challenges to ML in Raman Spectroscopy -- 9.6 Future Prospects -- 9.7 Summary -- References -- Chapter 10 Atomistic Experiments for Discovery of 2D Coatings: Biological Applications -- 10.1 Introduction -- 10.2 Molecular Dynamics (Algorithms and Methods) -- 10.2.1 Empirical Forcefields -- 10.2.2 Periodic Boundary Conditions -- 10.2.3 Binding Energy -- 10.2.4 Free Energy -- 10.2.5 Umbrella Sampling -- 10.2.6 Coarse-Grained Modeling -- 10.3 Employment of MD on Functional 2D Materials…”

Tabla de Contenidos: “…-- 2.2.2 Die Textnotiz -- 2.2.3 Besondere Dateien: PDF-Dokumente, Fotos und Grafiken -- 2.2.4 Notizen mit Anhängen versehen -- 2.2.5 Dateien vom Scanner -- 2.2.6 E-Mails aufnehmen -- 2.2.7 Webcam, Audio und Handschrift verwenden -- 2.2.8 Screenshots mit Evernote erstellen -- 2.2.9 »Textshots« mit Quellverweis -- 2.2.10 Informationen von Webseiten archivieren: Der Web Clipper -- 2.3 Mehr aus Notizen machen - Inhalte kombinieren -- 2.3.1 Eine Notiz zur Notiz -- 2.3.2 Notizarten kombinieren -- 2.3.3 Notizen miteinander verknüpfen -- Kapitel 3: Ordnen und Sortieren -- 3.1 Notizen sind Ansichtssache -- 3.1.1 Indexansichten: Auf einen Blick -- 3.1.2 Atlas-Ansicht -- 3.1.3 Ausschnittansicht: Schnelles Auffinden -- 3.1.4 Kartenansicht: Grafiken im Mittelpunkt -- 3.1.5 Listenansicht - mächtig unterschätzt -- 3.2 Notizen blitzschnell zur Hand: Die Favoriten-Rubrik -- 3.3 Von Notizbüchern und Schlagwörtern -- 3.3.1 Notizbücher -- 3.3.2 Schlagwörter -- 3.4 Praxisbeispiel »Homeoffice« -- 3.5 Ordner unter Beobachtung -- 3.5.1 Ordnerimport einrichten -- 3.5.2 Live-Update - darauf müssen Sie achten -- Kapitel 4: Teilen und Zusammenarbeiten…”

Tabla de Contenidos: “…Productivity Growth -- 6.2 Long-Run Growth: The Solow Model -- Setup of the Solow Model -- The Fundamental Determinants of Long-run Living Standards…”

Tabla de Contenidos: “…-- Don't write too fast -- Pace yourself -- Put aside your ego -- Chapter 2 Getting into the Write Mindset -- Finding a Writing Time that Works for You -- Designating a Writing Space -- Writing at home -- Clearing the kitchen table -- Retreating to the garden shed -- Tucking away in a corner -- Finding a place nearby -- Assembling Your Writing Tools -- Avoiding Distractions -- Overcoming the Blank Page Syndrome -- Understanding the causes -- Writing your way off the blank page -- When blank page syndrome makes an extended stay: Dealing with writer's block -- Separating Drafting and Editing -- Organizing Your Writing: Developing a Routine and Sticking to It -- Working electronically -- Keeping track of all that paper -- Learning to Live with a Degree of Chaos -- Realizing the importance of not knowing…”

Tabla de Contenidos: “…Conté "Centros de ocio": Musikprobelokal und Schützenheim Natters / Gsottbauer architektur.werkstatt ; Concert Hall Riga / Kadawittfeld architektur ; Kristiansund Opera and Culture Centre / CF Moller ; CEM Horta / AIA ; CEM Via Favència / AIA ; Kurt-Wabbel-Stadion in Halle/Saale / Raumkunst ZT GmbH ; Sportzentrum strasswalchen / Raumkunst ZT GmbH ; Hallenbad Amraser Strasse / Gsottbauer architektur.werkstatt ; Thalia Neu / DI Ernst Giselbrecht + Partner ZT GmbH; Sumna Hotel and Wellness / CEBRA a/s, arkitekter maa ; The parachute pavilion: an open design competition for Coney Island / Teruo Miyahara Architect Office ; Seoul Grand Park (Gaia : The Living World) / AECOM ; Klub Roxy / Sporadical architektonická kancelár ; Hyllie Shopping Centre / C.F. …”

Tabla de Contenidos: “…Las letras más adecuadas en los distintos ámbitos del cante -- 4.1. Liveness y aura en la performance interactiva del flamenco de uso y ritual -- 4.2. …”

Tabla de Contenidos: “…Símbolos, propaganda y performatividad / Marc Montijano Cañellas -- Black Lives Matter: las vidas negras importan. Evolución consciente en la obra de Ta-Nehisi Coates / Silvia Pilar Castro Borrego -- Riesgo de propagación de la Covid-19, patrón urbano y centros educativos. …”