Halgorithm
Learn Machine Learning by building real projects
Halgorithm launched on May 15, 2025 with 4 votes.
What it does
Master the foundations of Machine Learning through hands-on projects, no math degree required. Learn by building real apps with Python and share your progress with the world.
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I’ve spent the last few months building a deep learning engine completely from scratch in Python (using only math and random). What started as a basic linear algebra calculator project grew into a symbolic tensor system with autodiff, custom matrix ops, attention mechanisms, LayerNorm, GELU, and even a text generation demo trained on the Brown corpus. I'm still an undergrad, so my main goal is to deeply understand how deep learning actually works under the hood - gradients, attention, backpropagation, optimizers - by building it step-by-step with full visibility into everything, and without…
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