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Running Local LLMs with Ollama: A Practical Guide
Install Ollama on Linux, pull your first models, call the local REST API from Python, and build a custom Modelfile tuned for your own use case.
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Running Stable Diffusion Locally: A Practical Guide
Setting up local Stable Diffusion image generation with ComfyUI or a scriptable Python pipeline, hardware requirements, and the parameters that actually matter.
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Understanding Neural Networks from First Principles
Building neural networks up from a single neuron and gradient descent, in plain Python, to demystify what “training a model” actually means mechanically.
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Building a Simple Neural Network from Scratch in Python
Building a simple neural network from scratch in Python, and why implementing backpropagation by hand at least once genuinely clarifies what frameworks automate.