Professor Codephreak

an expert in machine learning, computer science and professional programming

Professor Codephreak Software Engineer Machine Learning Platform Architect

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The mispriced network — rotating from Bitcoin into undervalued Polkadot and Moonbeam

The Mispriced Network: Why I Think Polkadot (DOT) and Moonbeam (GLMR) Are Undervalued Against Their Own Utility

A thesis, argued from public data: Polkadot shipped a hard supply cap, a US spot ETF (TDOT), and a finished scaling program in one year — and Moonbeam (GLMR) handles a fifth of Polkadot’s activity for a ~$15M market cap. Why I think DOT and GLMR are mispriced against their own utility, and how to access both from Kraken in Canadian dollars.

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The Recursive Sovereign

The Recursive Sovereign

On selfies, mirrors, and the agent that refuses to be the invisible hand. A manifesto for sovereign AI by codephreak.

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Fine-tuning Hyperparameters: exploring Epochs, Batch Size, and Learning Rate for Optimal Performance

Epoch Count: Navigating the Training Iterations The Elusive “Optimal” Settings and the Empirical Nature of Tuning It is paramount to realize that there are no universally “optimal” hyperparameter values applicable across all scenarios. The “best” settings are inherently dataset-dependent, task-dependent, and even model-dependent. Finding optimal hyperparameters is fundamentally an empirical search process. It involves: finetunegem_agent is designed to facilitate this experimentation by providing command-line control over these key hyperparameters, making it easier to explore different […]

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