Archive
Structured guides and deep dives across Python, AI/ML, automation, and modern infrastructure. From first principles to production.
Claude AI
Claude can process images, PDFs, and code screenshots alongside text, but there are real costs and limitations - knowing the token formula for images and when to use text extraction vs. image conversion separates efficient users from expensive ones.
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MLOps & Infrastructure
You've spent months fine-tuning a state-of-the-art language model. Your team has painstakingly curated training data, optimized hyperparameters, and validated results.
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MLOps & Infrastructure
Master Docker for ML workloads including GPU support, multi-stage builds, layer optimization, and Docker Compose. Learn to containerize models from scikit-learn to PyTorch for reproducible, production-ready deployments.
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Claude Code
You've probably been there: scattered process.env.SOMETHING calls sprinkled throughout your codebase like confetti.
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MLOps & Infrastructure
You've probably heard the horror stories: a company trains a model on customer data, gets breached, and suddenly thousands of Social Security numbers and credit card details are floating around the...
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MLOps & Infrastructure
Build a production-grade ML model serving API with FastAPI. Covers structured logging, health checks, batch predictions, load testing with Locust, and the patterns that separate a notebook prototype from a real inference service.
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n8n & Workflow Automation
Fragile API bridges between Claude and n8n break the moment requirements change. MCP gives your AI agents semantic understanding of your entire workflow library - this guide shows you how to build that bridge properly.
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MLOps & Infrastructure
Learn when to use Pickle, ONNX, and TorchScript for model serialization. Covers security pitfalls, cross-platform deployment, benchmarking inference speeds, and building a production model registry.
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MLOps & Infrastructure
You've built an amazing ML model. Now comes the hard part - keeping the wrong people out while letting the right people in.
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Claude Code
Have you ever wished you could bundle multiple types of Claude Code extensions into one cohesive package?
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