Jan 28 · 18 min read · Author's Note: A co-learner's guide to designing Highly Reliable, Scalable, and Secure MLOps Architecture based on a real Domain Expert Interview experience, dissecting an LLM-generated response to a complex MLOps design challenge. I tried to share w...
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Jan 17 · 5 min read · You've been building APIs, deploying containers, managing CI/CD pipelines... and now someone mentions "training a model" and suddenly everyone's talking about GPUs, Jupyter notebooks, and something called SageMaker. And you're like, wait. I thought w...
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Jul 24, 2025 · 4 min read · Machine learning has become a cornerstone of smart decision-making in modern businesses. However, building, training, and deploying ML models at scale can be complex, time-consuming, and expensive. That’s where Amazon SageMaker steps in. This fully m...
Join discussionJul 11, 2025 · 3 min read · Hey readers!Today, I’m excited to share a project that combines the power of Machine Learning with Amazon SageMaker – an end-to-end platform that lets you build, train, and deploy models at scale. The goal of this project is to build an Email Spam De...
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Jun 19, 2025 · 2 min read · I’m thrilled to share that I have officially earned the AWS Certified Machine Learning – Specialty credential! 🎉This certification validates my expertise in designing, building, and deploying machine learning (ML) models on AWS and I’m excited to br...
Join discussionJun 13, 2025 · 3 min read · If you're just stepping into the world of machine learning, you've probably faced questions like: Where do I train my model? How do I avoid crashing my laptop? How do I deploy my model? Enter AWS SageMaker — a fully managed service that helps yo...
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Jun 5, 2025 · 3 min read · In today's fast-paced world of technology, automating infrastructure deployment is crucial for maintaining efficiency and consistency. This blog post will guide you through the process of generating Terraform code using AI models available via Amazon...
Join discussionMay 31, 2025 · 3 min read · In today’s rapidly evolving technological landscape, artificial intelligence (AI) systems are being adopted across industries at an unprecedented pace. However, as their capabilities expand, so too do the regulatory, ethical, and legal obligations pl...
Join discussionMay 6, 2025 · 5 min read · As organizations adopt Large Language Models(LLMs), one challenge keeps surfacing: how do you make them useful with your data? Most LLMs are trained on the internet, but internal documents, healthcare records, compliance policies, or financial report...
Join discussionNov 28, 2024 · 4 min read · Rekognition Find objects, people, text, scenes in images and videos using Machine Learning Facial analysis and facial search to do user verification, people counting Create a database of “familiar faces” or compare against celebrities Use Cases: ...
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