Archive
Structured guides and deep dives across Python, AI/ML, automation, and modern infrastructure. From first principles to production.
AI & Machine Learning
You've got a powerful language model, but it's not quite tailored to your domain. Full fine-tuning would consume your entire GPU cluster and bankrupt your budget.
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Claude Code
Here's a scenario that probably sounds familiar: it's three months later, someone asks why a particular function works the way it does. You dig through commit history.
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Claude Code
Here's the uncomfortable truth: most authentication systems work until they don't.
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Python Fundamentals
Learn how Python's @property decorator and descriptor protocol give you clean attribute-access syntax with the full power of getter, setter, and validation logic running behind the scenes.
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MLOps & Infrastructure
You've spent three days tuning hyperparameters. Your model is finally converging.
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Claude Code
You've got a production app. Users are logging in, getting tokens, refreshing sessions.
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Python Fundamentals
Understand the three types of Python methods -- instance, class, and static -- and learn exactly when to use each one for clean, maintainable object-oriented code.
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MLOps & Infrastructure
Spot instances are cheap - sometimes 70–90% cheaper than on-demand. But they come with a catch: AWS, Google Cloud, or Azure can yank them away with minimal notice.
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Claude Code
You're running Claude Code in production. Maybe you're automating deployment scripts, managing sensitive files, or orchestrating complex workflows that touch infrastructure.
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MLOps & Infrastructure
You've trained a model. It works.
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