The Reality of the Forward Deployed Engineer

A software demo can look great while leaving the hardest questions unanswered. Where will the real data come from? Who can access it? Will the people doing the work actually use what you've built?

Imagine a logistics company buying a platform to help its dispatchers investigate late deliveries. The demo takes ...

Article 1: Getting Started with NLP and spaCy

Every time your phone finishes your sentence, your inbox sorts spam into its own folder, or a customer support bot responds sensibly to what you typed instead of asking you to "rephrase your query," there's a piece of software reading and processing human language. That's Natural Language Processing, or NLP for short, ...

How to Log In to AWS, Azure, and Google Cloud from the Command Line

Most cloud work starts with a simple question: am I logged in to the right cloud account, subscription, project, and region? This becomes even more important when you work across multiple environments such as commercial cloud, government cloud, development, staging, and production.

This ...

Launching JupyterLab

Now that JupyterLab has been installed, it's time to launch it for the first time.

Open Terminal and navigate back to the project directory you created in Part 1.

cd ~/jupyter

If you're using a virtual environment, activate it before starting JupyterLab.

source .venv/bin/activate... 

Getting Started with JupyterLab on macOS using Python 3.14

Whether you're building AI applications, analyzing data, automating cloud infrastructure, or learning Python, one tool consistently appears across tutorials, enterprise projects, and research environments: Jupyter.

From Data Scientists and Machine Learning Engineers to Cloud Architects and DevOps...

Article 4: From Basic RAG to Agentic RAG: How Enterprise AI Systems Plan, Search, Validate, and Self-Correct

In recent years, Retrieval-Augmented Generation (RAG) has become the foundation of enterprise AI applications. Organizations have successfully used RAG to build document assistants, knowledge management platforms, customer support systems, and internal sear...

Article 3: Building a Self-Managed RAG Platform

A self-managed RAG platform gives an organization direct control over document processing, embeddings, retrieval, model serving, infrastructure, security, and optimization. Teams usually choose this approach when they need specialized models, strict data-control requirements, custom retrieval logic, or potential cost...

Article 2: Building a Managed RAG Platform with Amazon Bedrock

Amazon Bedrock provides managed services that simplify the implementation of Retrieval-Augmented Generation systems. Instead of building chunking, embeddings, retrieval, and orchestration from scratch, organizations can use Knowledge Bases for Amazon Bedrock with managed foundation models.

<s...

Article 1: Understanding Retrieval-Augmented Generation (RAG)

Retrieval-Augmented Generation (RAG) is an AI architecture pattern that combines the reasoning capabilities of Large Language Models (LLMs) with external knowledge sources. Instead of relying solely on information learned during model training, RAG retrieves relevant information from documents, database...

Single quotes and double quotes in Python

In Python, single quotes and double quotes create the same kind of string. These two lines are equivalent:

foo = "bar"
foo = 'bar'

If Jupyter or the Python console shows the value as 'bar', that does not mean Python changed your double quotes into single quotes. The console is showing ...

BDD in Rails

I created this mini series to highlight the importance of BDD in modern software development and why it matters for real teams. This guide explains how BDD improves communication between product, QA, and engineering by using shared behavior-focused language. It also shows how BDD helps teams reduce regressions, design cleaner code, and ship featur...

Open Command Prompt with administrator privileges. Please refer to the image below for more details. Right-click on Command Prompt and select Run as administrator.

...

In Ruby 2.4.0, the Fixnum and Bignum classes were merged into Integer, resolving a long-standing issue.

• Fixnum for small integers (range depends on implementation, usually limited to machine word size)

• Bignum for larger integers (arbitrary precision)

Let’s see this in action.

Ruby 2.3.3

<code class="h... 

I tried it in Ubuntu 14.04.2 LTS, and it is working fine

Step 1: (the purpose of the first line in designating which interpreter to use for the rest of the file), and save the file as a hello-world.rb

#!/usr/bin/env ruby
puts "Hello World!"

Step 2: (make the file executable with the below command)

chmod u+x... 

• Open http://nodejs.org/, then click on Download (http://nodejs.org/download/), so you can view the following details on the screen.
  <img src="https://s3.amazonaw...

You can do a two-way

First way

There is a “Computer” icon on the Desktop, right-click on that and select “Properties”, see image below

So, the System Properties Dialog will be open, and you can see under th...

Ruby - String Class

If you want to display only a list of directories, enter the following command on the console.

ls -l | grep '^d'

If you want to show just a list of files, type the following command on the console.

ls -l | grep -v '^d'

sudo yum install gitk

SQL (Structured Query Language) categories in three languages

1. Data Definition Language (DDL)

Which is also known for Data Description Language used for specifying the database schema, like as creating, modifying, and destroying tables, views, indices, and stored procedures

• A CREATE statement (example of Create Table)...

<% .... %> is Scriptlet 

and

<%= ... %> is Expression 

• To rollback your most recent migration, execute the command below

rake db:migrate:rollback

• If you want to rollback a specific migration, you need to execute the command below

rake db:migrate VERSION=

• A model just generates the model. Scaffold generates a controller and views, too.

./script/generate model mymodelname

• creates an ActiveRecord model that is typically connected to a database, but doesn't have to be.

./script/generate scaffold scaffoldname</pre... 

• If you have multiple Rails versions installed on your application, and if you want to create a Rails application using the command below

rails demo_apps

• In this case, it will create a Rails application "apps" with the latest version installed on our machine.

• If y...

• Rails starts its web server on port 3000 by default. If you want to use a different port, such as 8888, run the command below.

ruby script/server -p 8888