Data Science Insights: Why the Mean Lies When Handling Messy Retail DataIn our daily life, we use the word "average" all the time: average salary, average marks, average age, and so on. Let's take the case of a retail shop. If we're looking at the average order value to uMay 5 · 10 min readfreecodecamp.org
How to Deploy a Serverless Spam Classifier Using Scikit-Learn, AWS Lambda, & API GatewayIn today's digital world, spam is no longer just an annoyance - it's a growing security threat. To combat this, developers often turn to machine learning to build intelligent filters that can distinguApr 30 · 13 min readfreecodecamp.org
DevOps is Dead, Long live Platform EngineeringThe era of the ‘Developer’ who manages everything from CSS to Kubernetes is ending. For more than a decade, DevOps has been one of the most influential movements in software engineering. It reshaped h11RApr 3 · 7 min readthoughts-on-software.hashnode.dev
What 30 Years of Python Reveal About Programming Language Design?Python is over 30 years old yet it remains central to modern computing, powering machine learning, AI models, web backends, DevOps automation, scientific research and education. Few languages survive this long and even fewer expand their relevance ov...Dec 17, 2025 · 5 min readthoughts-on-software.hashnode.dev