Build a Custom AI Tiny LLM from Scratch Using PyTorch

A Complete Guide & Chatbot : Bootcamp to create your own ChatGPT from Scratch
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Build a Custom AI Tiny LLM from Scratch Using PyTorch
368
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2 hours
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Apr 2025
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FREE
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What you will learn

Understand the fundamentals of PyTorch and how to use tensors, autograd, modules, and optimizers to build deep learning models from scratch.

Design and implement a word-level tokenizer from scratch, and prepare training data suitable for language modeling tasks.

Build a simplified transformer-based language model (TinyGPT) using PyTorch, including embedding layers, positional encoding, and multi-head attention.

Train your own Tiny LLM on CPU, visualize loss, and fine-tune model performance using techniques like dropout and temperature-based sampling.

Generate text using your trained model, and implement an interactive chatbot that responds to user input via command-line or browser interface.

Gain hands-on experience with language model architecture, training pipeline, text generation, and inference flow — with no need for pre-trained models or GPUs.

Course Gallery

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6578647
udemy ID
20/04/2025
course created date
01/05/2025
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