Data Engineering Resources

Containerizing AI: Hands-On Guide to Deploying ML Models With Docker and Kubernetes

Containerize your ML model with Docker and deploy it on AWS EKS using Kubernetes in this hands-on guide. Learn to build, serve, and scale your models with ease.

June 27, 2025

by Bhanu Sekhar Guttikonda

CORE

· 4,544 Views · 6 Likes

Advanced NLP-Powered Financial Ledger Reconciliation Using LangChain

This article explains how LangChain and NLP (Natural Language Processing) can help automate financial ledger reconciliation.

June 27, 2025

by Sunil Pradhan Sharma

· 2,438 Views · 5 Likes

AI-Driven Autonomous ERP Systems: Engineering Management Perspective

AI-driven autonomous ERP systems represent the future of enterprise software. This paper elaborates on various nuances associated with it.

June 27, 2025

by Harsh Verma

· 2,107 Views · 1 Like

Mock the File System

Using the real file system in tests might seem convenient at first, but it leads to hidden state, slow execution, and an unmaintainable setup.

June 27, 2025

by Volodya Lombrozo

· 2,722 Views · 2 Likes

The Missing Layer in AI Pipelines: Why Data Engineers Must Think Like Product Managers

Most AI project failures result from data issues, not model flaws. To succeed, data engineers must adopt a product manager mindset.

June 27, 2025

by Rajanikantarao Vellaturi

· 2,162 Views · 2 Likes

My Dive into Local LLMs, Part 1: From Alexa Curiosity to Homegrown AI

I set up Ollama on Ubuntu to run LLMs locally. CPU performance was a drag, but when GPU acceleration kicked in, it was a total "whoa" moment.

June 27, 2025

by Praveen Chinnusamy

· 60,224 Views · 3 Likes

What Is Voice AI and How Does It Work?

A practical guide to understanding Voice AI, its benefits, and why it matters in 2025 and beyond. See how modern businesses are using Voice AI.

June 26, 2025

by Parthiba kumar

CORE

· 1,759 Views

AI-Powered Knowledge: LlamaIndex and Apache Tika for Enterprises

LlamaIndex leverages Apache Tika to extract data from legacy Word .doc files, helping businesses unlock decades-old content for modern AI tasks like search and analysis.

June 26, 2025

by Ram Ghadiyaram

CORE

· 2,432 Views · 4 Likes

Serverless Machine Learning: Running AI Models Without Managing Infrastructure

The article empowers developers to deploy and serve ML models without needing to manage servers, clusters, or VMs, reducing time-to-market and cognitive overhead.

June 26, 2025

by Bhanu Sekhar Guttikonda

CORE

· 4,650 Views · 5 Likes

How to Banish Anxiety, Lower MTTR, and Stay on Budget During Incident Response

Cutting log ingestion seems thrifty — until an outage happens and suddenly you really need those signals! See how zero-cost ingestion can get rid of MTTR anxiety.

June 26, 2025

by John Vester

CORE

· 2,389 Views · 1 Like

Automating E2E Tests With MFA: Streamline Your Testing Workflow

Automating tests with MFA is challenging as it complicates automation with manual code retrieval, which slows development. Use this tool to programmatically automate.

June 26, 2025

by Jonathan Bernales

· 3,384 Views · 2 Likes

The Unreasonable Effectiveness of the Actor Model for Creating Agentic LLM Applications

Large language models are, in effect, actors. We exploit this fact to develop a system to easily create composable agentic applications.

June 25, 2025

by Alan Littleford

· 2,608 Views · 2 Likes

IBM App Connect Enterprise 13 Installation on Azure Kubernetes Service (AKS)

This article provides a step-by step guide which shows how to install IBM App Connect Enterprise 13 in an Azure Kubernetes Service Cluster.

June 25, 2025

by JEAN PAUL TABJA

· 2,029 Views · 2 Likes

Machine Learning for CI/CD: Predicting Deployment Durations and Improving DevOps Agility

Learn how to build an ML regression model that predicts CI/CD deployment duration using pipeline metadata, code metrics, and infrastructure features.

June 25, 2025

by Elakkiya Daivam

· 2,160 Views · 2 Likes

DevOps at the Edge: Deploying Machine Learning Models on IoT Devices

Deploying ML models on IoT devices using DevOps practices enables scalable, low-latency intelligence at the edge without managing cloud infrastructure.

June 25, 2025

by Bhanu Sekhar Guttikonda

CORE

· 4,994 Views · 4 Likes

Synergy of Event-Driven Architectures With the Model Context Protocol

Event-driven systems, combined with the Model Context Protocol (MCP), result in more intelligent, scalable, and reliable AI-driven workflows.

June 25, 2025

by Bhala Ranganathan

CORE

· 3,519 Views · 3 Likes

Building an AI-Powered Text Analysis App With React: A Step-by-Step Guide

Build an AI-powered text analysis app using React, Vite, and OpenAI GPT-3.5, featuring sentiment analysis, topic extraction, summarization, and language detection.

June 25, 2025

by Raju Dandigam

· 19,568 Views · 1 Like

How Trustworthy Is Big Data? A Guide to Real-World Challenges and Solutions

Big data only delivers value when it's reliable. Identify and fix trust issues like schema drift, outliers, and silent errors using Deequ and Great Expectations.

June 25, 2025

by Vivek Venkatesan

· 1,866 Views

Optimizing Data Pipelines in Cloud-Based Systems: Tools and Techniques

Learn how to build and optimize data pipelines in cloud-based systems to process and transfer vast amounts of data effectively.

June 24, 2025

by Anil Jonnalagadda

· 19,155 Views · 8 Likes

Salesforce API Integration Guide

Master Salesforce API integration: key use cases, best APIs (REST/SOAP/Bulk), and expert implementation tips. Boost efficiency across ERP, WhatsApp, and more.

June 24, 2025

by Dorian Sabitov

· 2,920 Views · 2 Likes

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