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Beginner learning path that prioritizes scikit-learn over deep learning

April 5, 2026r/learnmachinelearning

In r/learnmachinelearning, beginners are being pushed to master regression, classification, and classic models in scikit-learn before PyTorch, with commenters describing reduced tutorial hell and better intuition for data and hyperparameters.

Unpopular opinion for beginners: Stop starting with Deep Learning.
Open Scikit-Learn.
I started with messing around with reinforcement learning (Using Unity) and neural networks (Pytorch/Unity), it was fun but for neural networks I was stuck in tutorial hell because I didn't fully understand hyperparameters or how to manipulate and look through data.
r/learnmachinelearning
learning path

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