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Self-taught ML builder. If I can't build it from scratch, I don't understand it
📈
Self-taught ML builder. If I can't build it from scratch, I don't understand it

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Hrishvi/README.md

Hrishi

Student · AI Enthusiast · Building intelligent systems from scratch


👋 Hey, I'm Hrishi

I'm a student obsessed with understanding how AI actually works — not just using it, but building it from the ground up. No black boxes. No shortcuts. Just Python, math, and curiosity.

When everyone else imports a library, I write the math myself.


🔭 What I'm Working On

  • Neural Networks from scratch — perceptrons, multi-layer networks, backpropagation, all by hand
  • ML without libraries — understanding what TensorFlow and PyTorch are actually doing under the hood
  • Game Dev — exploring how AI and interactivity meet

🛠️ My Stack

Python AI/ML Game Dev


🧠 Featured Projects

Project What It Does
perceptron-from-scratch A single neuron that learns AND, OR & NOR logic — zero ML libraries
weather-neural-network-python Multi-layer network predicting rainfall using raw backpropagation

📈 The Philosophy

"If I can't build it from scratch, I don't understand it yet."

I believe the best way to learn AI isn't to use it — it's to build it. Every project here is a step deeper into understanding how machines actually think.


Always learning. Always building.

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  1. ai1-perceptron-from-scratch ai1-perceptron-from-scratch Public

    A from-scratch Python perceptron project that trains and tests simple neural networks for logic gates such as AND, OR, and NOR. Includes separate training and testing scripts, along with saved trai…

    Python 3

  2. ai3-weather-neural-network-python ai3-weather-neural-network-python Public

    Neural Network built from scratch using NumPy for Rainfall Prediction. Educational deep-dive into backpropagation and gradient descent.

    Python 3