Generate Synthetic Data to Build Robust Machine Learning Models in Data Scares Scenario
Explore statistical approaches to transform experts knowledge into data with practical examples Introduction Machine learning models need to be trained on sufficient, high-quality data that will recur in the future to make accurate predictions. Generating synthetic data is a powerful technique to address various challenges, especially when real-world data is inaccurate or insufficient for model […]
From Notebook to Production: Shipping Machine Learning Projects This Weekend
A step-by-step guide to rapidly deploying a full-stack machine learning application Introduction We’ve built a fantastic machine learning model. It performs beautifully in notebooks, passes all tests, and promises significant business value. But a model isn’t truly valuable until it’s in production, serving real users and solving real problems. In this article, I’ll explore a […]
The Algebra of Meaning
PURPOSE We’re not here to “learn math.”We’re here to build a mental architecture for understanding compression, transformation, and meaning — the invisible scaffolding behind Machine Learning, physics, economics, and reality itself. This is not “school algebra.”This is symbolic survival. THE JOURNEY This series is split into four ascending phases: Phase 1 — Linear Algebra as Symbolic Grammar […]
Why You’re Not Getting Hired in Cybersecurity In 2025
Don’t Waste Time on These Things in Cybersecurity Cybersecurity is and will remain one of the most important industries in the world Yet countless professionals and aspiring newcomers are stuck, frustrated, and jobless. They’ve collected certifications. They’ve submitted dozens (sometimes hundreds) of job applications. They’ve watched endless YouTube videos and bootcamps. And still… nothing. If […]
Dissecting Browser-Use: A Panoramic View of AI Agents and Browser Automation
Browser-Use + Browser + LLM Model= Browser Automation Imagine having a digital assistant that can surf the web, fill out forms, scrape data, and even tackle those annoying captchas — all powered by AI. That’s the vibe of browser-use, an open-source framework that’s taken the tech world by storm since its debut in June 2025. With […]
Automation Tips to Stay Ahead in the AI Game
Explore the smartest AI pricing tactics, automation breakthroughs for n8n and AI creators If you’ve been feeling the pace of AI and automation accelerating faster than ever, you’re not alone. From smarter workflows to richer community collaboration, the landscape is shifting rapidly. But with these changes come questions: How do you price your AI solutions […]
Writing and humanising using ChatGPT, Balancing Automation and Authenticity
Here are my findings and thoughts on the use of AI, building writing skills, Publisher guidelines, percentages of AI, human-written content, and the use of AI humanizers. How much AI-generated content is permissible in writing?Should a writer settle for small percentages of AI-generated text? According to most publisher guidelines — and in practice — it […]
The Importance of Stabilizing Identity in Automation Systems
In cloud automation, subtle missteps in identity management can lead to serious deployment challenges. One of the most common traps occurs when automation systems rely on unstable references to the current identity context. This issue cuts across tools like Ansible, Terraform, and Bicep, and often manifests when identity is treated as a transient state — […]