After deploying hundreds of ML models to production across startups and enterprises, I’ve learned that model deployment is where most AI projects fail. Not because the models don’t work—but because teams underestimate the engineering complexity of serving predictions reliably at scale. This article shares production-tested deployment patterns from REST APIs to Kubernetes orchestration. 1. The […]
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Azure Platform
Data Pipelines for LLM Training: Building Production ETL Systems
Building production ETL pipelines for LLM training is complex. After building pipelines processing 100TB+ of data, I’ve learned what works. Here’s the complete guide to building production data pipelines for LLM training. Figure 1: LLM Training Data Pipeline Architecture Why Production ETL Matters for LLM Training LLM training requires massive amounts of clean, processed data: […]
Read more →DevSecOps: Integrating Security into DevOps – Part 4
In this continuation blog, we will explore some more advanced topics related to DevSecOps implementation. Threat Modeling Threat modeling is the process of identifying potential threats to an application or system and evaluating their impact. It helps identify potential security vulnerabilities and prioritize security activities. The following steps are involved in the threat modeling process: […]
Read more →DevSecOps: Integrating Security into DevOps – Part 5
Continuing from my previous blog, let’s explore some more advanced topics related to DevSecOps implementation. Identity and Access Management Identity and Access Management (IAM) is a critical aspect of DevSecOps. It involves managing user identities and controlling their access to resources based on their roles and responsibilities. IAM includes the following activities: Infrastructure as Code […]
Read more →DevSecOps: Integrating Security into DevOps – Part 6
Continuing from my previous blog, let’s explore some more advanced topics related to DevSecOps implementation. Threat Intelligence Threat intelligence is the process of gathering information about potential threats and vulnerabilities to an organization’s systems and applications. It involves collecting, analyzing, and disseminating information about potential threats, vulnerabilities, and threat actors. Threat intelligence includes the following […]
Read more →DevSecOps: Integrating Security into DevOps – Part 7
Continuing from my previous blog, let’s explore some more advanced topics related to DevSecOps implementation. Automated Vulnerability Management Automated vulnerability management is a key practice in DevSecOps. It involves using automated tools to identify, prioritize, and remediate vulnerabilities in an organization’s systems and applications. Automated vulnerability management includes the following activities: Shift-Left Testing Shift-left testing […]
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