Tabla de Contenidos: “…Functions in Python -- 4.14. Classes and Objects in Python -- 4.15. File Handling in Python -- 4.15.1. open() function -- 4.15.2. close() function -- 4.15.3. read() function -- 4.16. write() function -- 5. …”

Tabla de Contenidos: “…Step 7 - Dimensionality reduction with hidden layers -- Step 8 - Anomaly detection -- Step 9 - Pre-trained supervised model -- Step 10 - Model evaluation on the highly-imbalanced data -- Step 11 - Stopping the Spark session and H2O context -- Auxiliary classes and methods -- Hyperparameter tuning and feature selection -- Summary -- Chapter 10: Human Activity Recognition using Recurrent Neural Networks -- Working with RNNs -- Contextual information and the architecture of RNNs -- RNN and the long-term dependency problem -- LSTM networks -- Human activity recognition using the LSTM model -- Dataset description -- Setting and configuring MXNet for Scala -- Implementing an LSTM model for HAR -- Step 1 - Importing necessary libraries and packages -- Step 2 - Creating MXNet context -- Step 3 - Loading and parsing the training and test set -- Step 4 - Exploratory analysis of the dataset -- Step 5 - Defining internal RNN structure and LSTM hyperparameters -- Step 6 - LSTM network construction -- Step 7 - Setting up an optimizer -- Step 8 - Training the LSTM network -- Step 9 - Evaluating the model -- Tuning LSTM hyperparameters and GRU -- Summary -- Chapter 11: Image Classification using Convolutional Neural Networks -- Image classification and drawbacks of DNNs -- CNN architecture -- Convolutional operations -- Pooling layer and padding operations -- Subsampling operations -- Convolutional and subsampling operations in DL4j -- Configuring DL4j, ND4s, and ND4j -- Convolutional and subsampling operations in DL4j -- Large-scale image classification using CNN -- Problem description -- Description of the image dataset -- Workflow of the overall project -- Implementing CNNs for image classification -- Image processing -- Extracting image metadata -- Image feature extraction -- Preparing the ND4j dataset -- Training the CNNs and saving the trained models…”

Tabla de Contenidos: “…-- Alerting -- Recovering -- Building a failing microservice -- SpringBoot Actuator -- Enabling SpringBoot Actuator -- Understanding Actuator's endpoints -- Health endpoint -- Metrics endpoint -- Trace endpoint -- Defining health indicators -- Protecting Actuator endpoints -- Java Managing Extensions -- Understanding JMX -- Using JMX -- Create management beans -- Summary -- Chapter 11: Deploying Microservices -- Setting things up -- Creating a GitHub account -- Installing Git -- Create an OpenShift account -- Downloading the OpenShift client -- Building our application -- Creating an example microservice -- Adding tests -- Uploading to GitHub -- Publishing to OpenShift -- Creating an application -- Managing our application -- Updating the application -- Summary -- Chapter 12: Best Practices -- Using Kotlin idioms -- Inferred types -- Expressions -- Default parameters -- Lambda -- Managing the Spring context -- Constructor injection -- Explicit context configuration -- Decouple services -- Layering the application -- Understanding our classes -- Domains -- Splitting -- Testing effectively -- Understanding type of tests -- Unit tests -- Integration tests -- E2E tests -- Other tests -- Testing pyramid -- Test Driven Development -- Behavior-Driven Development -- Handling CI and CD -- Continuous Integration -- Continuous Delivery -- Pipeline -- Dashboard -- Summary -- Other Books You May Enjoy -- Index…”

Tabla de Contenidos: “…Amino Acids -- Structure of the a-Amino Acids -- Stereochemistry of the a-Amino Acids -- Properties of Amino Acid Side Chains: Classes of a-Amino Acids -- Amino Acids with Nonpolar Aliphatic Side Chains -- Amino Acids with Nonpolar Aromatic Side Chains -- Amino Acids with Polar Side Chains -- Amino Acids with Positively Charged (Basic) Side Chains -- Amino Acids with Negatively Charged (Acidic) Side Chains -- Rare Genetically Encoded Amino Acids -- Modified Amino Acids -- 5.2. …”

Tabla de Contenidos: “…Removing Accounts -- Maintaining the Environment -- Setting Environment Variables -- Exploring User Entries -- Exploring Global Entries -- Managing Groups -- Adding Groups -- Removing Groups -- The Bottom Line -- Chapter 14 Working with Processes and Jobs -- Looking at Processes -- Monitoring Processes in Real Time -- Managing Processes -- Setting Priorities -- Stopping Processes -- Running Programs in Background Mode -- Running in the Background -- Running Multiple Background Jobs -- Running Programs Without a Console -- Job Control -- Viewing Jobs -- Restarting Stopped Jobs -- Scheduling Jobs -- Scheduling a Job Using the at Command -- Scheduling Recurring Programs -- The Bottom Line -- Chapter 15 Managing Log Files -- The systemd Journaling System -- Configuring systemd-journald -- Looking at Journal Files -- Making the Journal Persistent -- Viewing Journal Entries -- Maintaining the Journal -- Viewing Different Journal Files -- Protecting Journal Files -- Making Journal Entries -- The rsyslog Legacy System -- The syslog Protocol -- Basic Logging Using rsyslogd -- Layering Your Logging -- Making Log Entries -- Finding Event Messages -- The Bottom Line -- Chapter 16 Managing Printers -- The Common Unix Printing System -- Printer Drivers -- Web Interface -- Command-Line Commands -- Printer Sharing -- Printer Classes -- Installing and Configuring CUPS -- Installing CUPS -- Preparing the Server to Use CUPS -- Using CUPS -- Administration Functions -- Managing Printers and Jobs in CUPS -- The Bottom Line -- Part 3 Advanced Admin Functions -- Chapter 17 Exploring Ubuntu Security -- Locking Down Root -- Looking at Linux Account Types -- Gaining Super User Privileges -- Using OpenSSH on Ubuntu -- Exploring Basic SSH Concepts -- Configuring SSH -- Generating SSH Keys -- Authenticating with SSH Keys -- The AppArmor System -- Network Security Using Firewalls…”