Tabla de Contenidos: “…The UTF-8 EncodingUTF-8 Web Applications; Handling Output; Handling Input; Using UTF-8 with PHP; Using UTF-8 with Other Languages; Using UTF-8 with MySQL; Using UTF-8 with Email; Using UTF-8 with JavaScript; Using UTF-8 with APIs; Data Integrity and Security; Data Integrity Policies; Good, Valid, and Invalid; Filtering UTF-8; Filtering Control Characters; Filtering HTML; Why Use HTML?…”

Tabla de Contenidos: “…Conditionals with for_each and for Expressions -- Conditionals with the if String Directive -- Zero-Downtime Deployment -- Terraform Gotchas -- count and for_each Have Limitations -- Zero-Downtime Deployment Has Limitations -- Valid Plans Can Fail -- Refactoring Can Be Tricky -- Conclusion -- Chapter 6. …”

Tabla de Contenidos:

Tabla de Contenidos: “…. -- Example -- Chapter 5: Demonstration of Meeting Needs: Verification and Validation -- Verification and validation -- Model simulation -- Purpose -- Inputs and preconditions -- Outputs and postconditions -- How to do it... -- Model-based testing -- Purpose -- Inputs and preconditions -- Outputs and postconditions -- How to do it... -- Computable constraint modeling -- Purpose -- Inputs and preconditions -- Outputs and postconditions -- How to do it... -- Traceability -- Types of trace links -- Purpose -- Inputs and preconditions -- Outputs and postconditions -- How to do it... -- Effective reviews and walk-throughs -- Purpose -- Inputs and preconditions -- Outputs and postconditions -- How to do it... -- Test-driven modeling -- Purpose…”

Tabla de Contenidos: “…-- A very high level overview of machine learning -- A brief history of the development of machine learning algorithms -- Generalizing with data -- Overfitting, underfitting and the bias-variance tradeoff -- Avoid overfitting with cross-validation -- Avoid overfitting with regularization -- Avoid overfitting with feature selection and dimensionality reduction -- Preprocessing, exploration, and feature engineering -- Missing values -- Label encoding -- One-hot-encoding -- Scaling -- Polynomial features -- Power transformations -- Binning -- Combining models -- Bagging -- Boosting -- Stacking -- Blending -- Voting and averaging -- Installing software and setting up -- Troubleshooting and asking for help -- Summary -- Chapter 2: Exploring the 20 Newsgroups Dataset with Text Analysis Algorithms -- What is NLP? …”

Tabla de Contenidos: “…-- Popular permissioned blockchain platforms -- Ethereum -- Quorum -- Parity -- MultiChain -- Hyperledger Fabric 1.0 -- BigchainDB -- InterPlanetary File System -- Corda -- Transaction validity -- Hyperledger Sawtooth -- Popular blockchain use cases -- Everledger -- Walmart's food tracking -- Ghana's land registry -- Dubai's housing rental -- Project Ubin -- Summary -- Chapter 2: Building Blockchain Using Quorum -- Overview of Quorum -- Ethereum accounts -- What are Ethereum transactions? …”

Tabla de Contenidos: “…-- Checking that links are valid -- What if I do need to download the file? …”

Tabla de Contenidos: “…-- Adaptive learning -- Rate annealing -- Momentum -- Nesterov's acceleration -- Newton's method -- Adagrad -- Adadelta -- Distributed learning via Map/Reduce -- Sparkling Water -- Testing -- Model validation -- Labeled Data -- Unlabeled Data -- Summary of validation -- Hyper-parameters tuning -- End-to-end evaluation -- A/B Testing -- A summary of testing -- Deployment -- POJO model export -- Anomaly score APIs -- A summary of deployment -- Summary -- Index…”

Tabla de Contenidos: “…Progress (Part 1): Updating and Reviewing a Project's Progress -- Progress (Part 2): Updating and Reviewing a Project's Progress -- Archiving: Taking Your Projects out of the Live System -- Billing: Sending the Customer an Invoice -- Summary -- 5 Configuration -- The IMG and Customization -- Structures -- Coding the WBS -- Status Management -- Project Profile -- Networks -- Milestones -- Field Selections -- Validation/Substitution -- Documents -- PS Text -- Costs -- Planned Costs -- Dates -- WBS Scheduling -- Network Scheduling -- Material -- Procurement -- Summary -- 6 Tools -- The Project Builder -- Project Builder Structure -- Project Builder Icons -- Project Builder Menus -- Inside the Project Builder -- The Planning Board -- Planning Board Icons -- ProMan (Project-Oriented Procurement) -- Exceptions -- Using ProMan -- Standard Reporting -- Summary -- 7 Technical Information -- Transaction Codes -- CJ and CN Sorted by Code -- CJ and CN Sorted by Description -- Tables -- General Tables -- Table Fields -- Logical Databases -- The Complete IMG -- Summary -- 8 Tips and Tricks -- Design Tips -- Projects with Sales Documents -- Classes and Characteristics -- Object Dependencies -- Validations and Substitutions -- Project Progress -- Progress Analysis -- Other Useful Information -- Known Limitations -- Summary -- Index…”

Tabla de Contenidos: “…Cover -- Title Page -- Copyright and Credits -- Acknowledgments -- Contributors -- Table of Contents -- Preface -- Chapter 1: Introducing Machine Learning for Text -- The language phenomenon -- The data explosion -- The era of AI -- Relevant research fields -- The machine learning paradigm -- Taxonomy of machine learning techniques -- Supervised learning -- Unsupervised learning -- Semi-supervised learning -- Reinforcement learning -- Visualization of the data -- Evaluation of the results -- Summary -- Chapter 2: Detecting Spam Emails -- Technical requirements -- Understanding spam detection -- Explaining feature engineering -- Extracting word representations -- Using label encoding -- Using one-hot encoding -- Using token count encoding -- Using tf-idf encoding -- Executing data preprocessing -- Tokenizing the input -- Removing stop words -- Stemming the words -- Lemmatizing the words -- Performing classification -- Getting the data -- Creating the train and test sets -- Preprocessing the data -- Extracting the features -- Introducing the Support Vector Machines algorithm -- Understanding Bayes' theorem -- Measuring classification performance -- Calculating accuracy -- Calculating precision and recall -- Calculating the F-score -- Creating ROC and AUC -- Creating precision-recall curves -- Summary -- Chapter 3: Classifying Topics of Newsgroup Posts -- Technical requirements -- Understanding topic classification -- Performing exploratory data analysis -- Executing dimensionality reduction -- Understanding principal component analysis -- Understanding linear discriminant analysis -- Putting PCA and LDA into action -- Introducing the k-nearest neighbors algorithm -- Performing feature extraction -- Performing cross-validation -- Performing classification -- Comparison to the baseline model -- Introducing the random forest algorithm…”

Tabla de Contenidos: “…Unvalidated Input; 2.3.2.2. Client-side validation; 2.3.2.3. Fuzzing; 2.3.3. Broken Access Control; 2.3.4. …”

Tabla de Contenidos: “…Composition; 2.7. Behavior; 2.7.2. Validation; 2.7.3. Transactions; 2.8. Moving Forward; 3. …”

Tabla de Contenidos: “…Cover -- Copyright -- Credits -- About the Authors -- About the Reviewers -- www.PacktPub.com -- Preface -- Table of Contents -- Chapter 1: Report Authoring Basic Concepts -- Introduction -- Summary filters and detail filters -- Sorting grouped values -- Aggregation and rollup aggregation -- Implementing if-then-else in filters -- Formatting data - dates, numbers, and percentages -- Creating sections -- Hiding columns in crosstabs -- Prompts - display value versus use value -- Chapter 2 : Advanced Report Authoring -- Introduction -- Adding cascaded prompts -- Creating a nested report - defining the master detail relationship -- Writing back to the database -- Adding conditional formatting -- Formatting negative values -- Playing with conditional styles -- Using conditional blocks - many reports in one -- Defining drill-through from crosstab intersection -- Overriding crosstab intersection drill-through definitions -- Chapter 3 : Using JavaScript Files - Tips and Tricks -- Introduction -- Defining dynamic default values for prompts -- Changing the title of the value prompt -- Validating textbox prompts -- Showing/hiding prompt controls at runtime -- Selecting and submitting values automatically -- Manipulating the Date Time control -- Creating a variable width bar chart using JavaScript -- Chapter 4 : The Report Page - Tips and Tricks -- Introduction -- Showing images dynamically (traffic light report) -- Handling the missing image issue -- Dynamic links to an external website (a Google Maps example) -- Alternating drill links -- Showing tooltips on reports -- Merged cells in Excel output -- Worksheet name in Excel output -- Conditional column titles -- Chapter 5 : Working with XML -- Introduction -- Changing drill targets quickly -- Copying and pasting drill links -- Removing references to old packages or items…”

Tabla de Contenidos: “…Chapter 5: A Little More Python -- Technical requirements -- More string features -- String processing -- Example - text Input -- List comprehensions -- The tuple -- Repetition and looping -- Repetition and Iterables -- Lists of lists -- Indenting in python -- The dictionary -- Functions revisited -- Imports -- Summary -- Chapter 6: TC1 Assembler and Simulator Design -- Technical requirements -- Analyzing instructions -- Processing the input -- Dealing with assembler directives -- Using the dictionary -- Labels -- Building the binary instruction -- Extracting the instruction and its parameters -- Intermission: The Pre-TC1 -- The Simulator -- The TC1 simulator program -- Single-stepping -- File input -- Example of a TC1 assembly language program -- Testing the assembler -- Testing flow control operations -- Testing shift operations -- TC1 postscript -- The classDecode function -- The testLine function -- The testIndex() function -- General comments -- The TC1tiny code listing -- TC1 postscript mark II -- Summary -- Chapter 7: Extending the TC1 -- Technical requirements -- Another look at python's input and output -- Displaying data -- Input validation -- Validating data -- Adding new instructions -- First example - putting two memory locations in ascending order -- Second example - adding a bit-reversal instruction -- A new comparison operation -- Variable-length instructions -- A variable-length instruction machine -- Summary -- Chapter 8: Simulators for Other Architectures -- Technical requirements -- TC0: A stack-based calculator -- TC0: A python stack machine -- TC2: A one-address accumulator machine -- Enhancing the TC2 Simulator -- TC3: A CISC machine with a register-to-memory architecture -- The TC3 instruction set architecture -- Features of the simulator -- The complete TC3 code -- A sample run of TC3 -- Arithmetic and Logic Unit (ALU)…”

Tabla de Contenidos: “…Cover -- Copyright -- Contributors -- Table of Contents -- Preface -- Part 1: Fundamentals of Prometheus -- Chapter 1: Observability, Monitoring, and Prometheus -- A brief history of monitoring -- Nagios -- A word on SNMP -- Enter the cloud -- Introduction to observability concepts -- Metrics -- Logs -- Traces -- Other signals -- Tying signals together -- Getting data out of systems -- Prometheus's role in observability -- Alerting -- Dashboarding -- What Prometheus is not -- Summary -- Further reading -- Chapter 2: Deploying Prometheus -- Technical requirements -- Components of a Prometheus stack -- Prometheus -- Alertmanager -- Node Exporter -- Grafana -- Provisioning Kubernetes -- Configuring the linode-cli -- Creating a Kubernetes cluster -- Deploying Prometheus -- Prometheus Operator overview -- Deploying kube-prometheus -- Summary -- Further reading -- Chapter 3: The Prometheus Data Model and PromQL -- Technical requirements -- Prometheus's data model -- Prometheus' TSDB -- Head block -- WAL -- Blocks and chunks -- Index -- Compaction -- PromQL basics -- Syntax overview -- Query operators -- Query functions -- Summary -- Further reading -- Chapter 4: Using Service Discovery -- Technical requirements -- Service discovery overview -- Using service discovery -- Relabeling -- Using service discovery in a cloud provider -- Linode service discovery -- Custom service discovery endpoints with HTTP SD -- Summary -- Further reading -- Chapter 5: Effective Alerting with Prometheus -- Technical requirements -- Alertmanager configuration and routing -- Routing -- Receivers -- Inhibitions -- Validating -- Alertmanager templating -- Configuring templates -- Defining your own templates -- Highly available (HA) alerting -- Cluster sizing -- Making robust alerts -- Use logical/set binary operators -- Use appropriate "for" durations…”

Tabla de Contenidos: “…Backtesting a moving average crossover strategy using crypto data -- Backtesting a mean-variance portfolio optimization -- Summary -- Chapter 13: Applied Machine Learning: Identifying Credit Default -- Loading data and managing data types -- Exploratory data analysis -- Splitting data into training and test sets -- Identifying and dealing with missing values -- Encoding categorical variables -- Fitting a decision tree classifier -- Organizing the project with pipelines -- Tuning hyperparameters using grid searches and cross-validation -- Summary -- Chapter 14: Advanced Concepts for Machine Learning Projects -- Exploring ensemble classifiers -- Exploring alternative approaches to encoding categorical features -- Investigating different approaches to handling imbalanced data -- Leveraging the wisdom of the crowds with stacked ensembles -- Bayesian hyperparameter optimization -- Investigating feature importance -- Exploring feature selection techniques -- Exploring explainable AI techniques -- Summary -- Chapter 15: Deep Learning in Finance -- Exploring fastai's Tabular Learner -- Exploring Google's TabNet -- Time series forecasting with Amazon's DeepAR -- Time series forecasting with NeuralProphet -- Summary -- Packtpage -- Other Books You May Enjoy -- Index…”

Tabla de Contenidos: “…Chapter 4: Data Manipulation and Preparation, Paving the Way to Plotly Express -- Technical requirements -- Understanding long format (tidy) data -- Plotly Express example chart -- Main attributes of long format (tidy) data -- Understanding the role of data manipulation skills -- Exploring the data files -- Melting DataFrames -- Pivoting DataFrames -- Merging DataFrames -- Learning Plotly Express -- Plotly Express and Figure objects -- Creating a Plotly Express chart using the dataset -- Adding new data and columns to our dataset -- Summary -- Section 2: Adding Functionality to Your App with Real Data -- Chapter 5: Interactively Comparing Values with Bar Charts and Dropdown Menus -- Technical requirements -- Plotting bar charts vertically and horizontally -- Creating vertical bar charts with many values -- Linking bar charts and dropdowns -- Exploring different ways of displaying multiple bar charts (stacked, grouped, overlaid, and relative) -- Creating the income share DataFrame -- Incorporating the functionality into our app -- Using facets to split charts into multiple sub-charts - horizontally, vertically, or wrapped -- Exploring additional features of dropdowns -- Adding placeholder text to dropdowns -- Modifying the app's theme -- Resizing components -- Summary -- Chapter 6: Exploring Variables with Scatter Plots and Filtering Subsets with Sliders -- Technical requirements -- Learning about the different ways of using scatter plots: markers, lines, and text -- Markers, lines, and text -- Creating multiple scatter traces in a single plot -- Mapping and setting colors with scatter plots -- Discrete and continuous variables -- Using color with continuous variables -- Manually creating color scales -- Using color with discrete variables -- Handling over-plotting and outlier values by managing opacity, symbols, and scales…”

Tabla de Contenidos: “…Rothman, Sander Greenland, and Timothy L. Lash -- Validity in epidemiologic studies / Kenneth J. Rothman, Sander Greenland, and Timothy L. …”
Enlace del recurso

Tabla de Contenidos: “…The Case of the 3rd Experimental Primary School in Evosmos / An Exploration of the Reliability and Validity of Peer Assessment of Writing in Secondary Education / Raising Pragmatic Awareness through Teacher Illocutionary Acts / Καθάρισε αμέσως την κουζίνα παρακαλώ!…”

Tabla de Contenidos: “…How critical realism clarifies validity issues in theory-testing research: analysis and case. …”