Deep Learning NLP: Build and Deploy a BERT COVID Q&A System

Course content

  • Welcome to the Course
  • Accessing and Saving the COVID Dataset (OPTIONAL)
  • Data Pre-Processing (OPTIONAL)
  • Exploratory Data Analysis
  • Elasticsearch Document Store
  • Question Answering Engine
  • Streamlit User Interface Design
  • Deployment

NestJS: Beginner to Advanced Training Course


NestJS Overview

  • What is NestJS?
  • NestJS features

Preparing the Development Environment

  • Installing and configuring NestJS


  • Creating, defining, and deleting tasks

Handling in NestJS

  • Using NestJS pipelines
  • Creating a custom pipe
  • Handling errors

Data Persistence

  • Setting up PostgresSQL and Pgadmin
  • Creating a database
  • Connecting to a database

Authentication and Authorization

  • Working with JWT

Testing the Application

  • Testing with unit tests and mock tests

Debugging the Application

  • Handling errors

Deploying the Application

  • Deploying with Elastic Beanstalk

Securing the Application

  • Hiding data and APIs


Summary and Conclusion

Node.js Working with PM2 & WebStorm Training Course


  • Getting started
  • Smart Features
  • Package Managers
  • WebStrom & Node, Angular, Express
  • Code inspection, quality tools, profiling
  • Debugging
  • Unit testing


  • Application packaging and deployments
  • Nodejs+pm2 runtime packaging and deployment
  • Nodejs scripts package
  • Checking and switching nodejs version
  • Filesystem locations and standards
  • Logging
  • Init scripts
  • SSL/TLS certificates
  • Monitoring
  • Stop, start, delete, resurrect applications
  • Stop, start, resurrect PM2 process

Logging with Winston.js

  • Logging with winston
  • Transports
  • Loggers
  • Log levels
  • Profiling
  • Streaming logs
  • Querying logs
  • Filters, Rewriters

Node.js and PM2 Training Course

  • application packaging and deployments
  • nodejs+pm2 runtime packaging and deployment
  • nodejs scripts package
  • checking and switching nodejs version
  • filesystem locations and standards
  • log rotation
  • init scripts
  • SSL/TLS certificates
  • monitoring
  • stop, start, delete, resurrect applications
  • stop, start, resurrect PM2 process

Angular 7 Training Course


  • What’s new in Angular 7?

Overview of Typescript and ES6 JavaScript

  • TypeScript Syntax
  • Using the TypeScript transpiler
  • Setting up Angular 7 and Typescript

Overview of Angular 7’s Parts

  • Angular CLI
  • Components
  • Directives
  • Inputs and Outputs
  • Data Binding and Interpolation
  • Event Binding
  • Data Modelling
  • Bootstrapping

Creating Your First Angular Application

  • Planning the Application
  • Setting Up an Angular Project
  • Using Bootstrap 4 and Sass

Creating a Component

  • Understanding the Component Lifecycle
  • Data Flow
  • Using Templates and Styles
  • Projecting Content
  • Working with AppModule
  • Working with Custom Components
  • Using View Encapsulation
  • Implementing Lifecycle Hooks
  • Using ViewChildren and ContentChildren

Data Binding in Angular 7

  • Understanding Property and Event Binding
  • Binding and Assigning Aliases to Custom Properties
  • Binding and Assigning Aliases to Custom Events

Working with Directives

  • Built-in Directives
  • Custom Directives

Angular 7 Services

  • Creating a Logging Service
  • Creating a Data Service

Using Dependency Injection and Providers

  • Injectors, Provider, and Tokens
  • Configuring Dependency Injection
  • Configuring Your Provider
  • Injecting Services into Components, Directives, and Services

Switching Pages with Routing

  • Understanding the Different Navigation Methods
  • Routing Strategies
  • Setting Up Routes
  • Configuring and Loading Routes
  • Using Parameters in Routes
  • Creating Nested Routes
  • Using Redirect and Wildcard Routes
  • Understanding Route Guards

Using RxJS to Create and Work with Observables in Angular

  • Overview of Observables
  • Overview of RxJS
  • Building & Using Observables in Angular

Generating Forms for User Input

  • Using the Template Driven Forms
  • Using the Reactive Forms

Using Pipes

  • Built-in Pipes
  • Async Pipe
  • Custom Pipes

Making Calls to External HTTP APIs

Using Angular Modules

Testing the Angular 7 Application

  • Using Jasmine for unit testing

Debugging the Application

  • Understanding Error Messages in Angular
  • Using Sourcemaps to Debug Code in the Browser
  • Using Augury

Optimizing the Angular 7 Application

Angular 7 Security

  • Authentication
  • What should and shouldn’t be written in Angular

Deploying an Angular 7 Application to Production

  • Deploying to IIS, Apache, Nginx, etc.


Angular 8 Training Course


Angular 8

  • What is Angular?
  • Angular architecture
  • Angular 8 features

Preparing the Development Environment

  • Installing and configuring Angular 8

Angular Quick Start

  • Creating an application
  • Adding Bootstrap
  • Creating routing

Components and Binding

  • Creating and using custom components
  • Working with bindings
  • Building modules
  • Styling components

Developing an Angular Library

  • Creating Angular libraries
  • Publishing Angular libraries

Services and Dependecy Injection

  • Creating a service
  • Injecting a service into a component, directive, and service

Form Handling

  • Creating a form
  • Validating, filtering, and sanitizing form data

Pipes and HTTP Requests

  • Transforming output
  • Setting up Firebase
  • Sending requests

Offline Capabilities

  • Adding service workers
  • Caching assets and URLs

Testing the Application

  • Testing with unit tests

Debugging the Application

  • Handling errors

Deploying the Application

  • Hosting with Firebase

Securing the Application

  • Using JWT authentication


Summary and Conclusion

Blazor WebAssembly Training Course


  • Overview of Blazor WebAssembly

Getting Started

  • Creating an ASP.NET core hosted Blazor WebAssembly project
  • Initializing Git repository

Forms and Authentication

  • User login form and validation
  • User registration model
  • Logging objects to the console
  • Using radio buttons
  • Navigating the user with NavigationManager
  • AuthenticationStateProvider
  • Page restrictions
  • LocalStorage for authentication
  • Adding a logout option
  • Cleaning up the navigation and adding a Favlcon

Web API and Entity Framework

  • Understanding the Model-View-Controller (MVC) pattern
  • Adding the UnitController
  • Receiving units from the Web API
  • Understanding HTTP methods
  • Installing and using Entity Framework (EF)
  • Implementing DataContext
  • Viewing the database
  • Adding, updating, and removing a unit

.NET Core

  • Overview of .NET Core
  • Razor component
  • Component communication
  • .NET forms and authentication
  • .NET Web API and EF
  • Authentication with JSON Web Token (JWT)
  • UserUnits

Publishing and Deploying

  • Deploying web application on a Windows Server
  • Publishing and deploying an app with Visual Studio

Summary and Next Steps

Dashbuilder for Engineers Training Course

Dashbuilder is an open-source web application for visually creating business dashboards and reports.

In this instructor-led, live training, participants will learn set up, configure, integrate and deploy Dashbuilder.

By the end of this training, participants will be able to:

  • Extract data from heterogeneous sources such as JDBC databases and text files
  • Use connectors to connect to third-party systems and platforms such as jBPM    
  • Configure roles, permissions and access controls for users
  • Deploy Dashbuilder to a live production environment


  • Developers
  • IT and system architects

Format of the course

  • Part lecture, part discussion, exercises and heavy hands-on practice

Course Outline

To request a customized course outline for this training, please contact us.