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ML Hyperparameters Explained for Beginners: Learning Rate, Epochs, Batch Size, L2, and Seed

beginnerMachine Learning Basics

ML Hyperparameters Explained for Beginners: Learning Rate, Epochs, Batch Size, L2, and Seed

A beginner-friendly explanation of core machine learning hyperparameters — learning rate, epochs, batch size, L2 regularization, and random seed — with simple examples and every important term explained clearly.

April 19, 20269 min read
#machine-learning#hyperparameters#learning-rate

TF-IDF + Logistic Regression: The Classical ML Baseline You Should Try First

intermediateMachine Learning Basics

TF-IDF + Logistic Regression: The Classical ML Baseline You Should Try First

Before reaching for LLMs or neural networks for text classification, try the boring thing. Here's how TF-IDF + Logistic Regression works, why it's often embarrassingly competitive, and where it breaks.

April 19, 202610 min read
#tf-idf#logistic-regression#sklearn
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