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Deep Learning & Machine Learning

<From Scratch: Building and Learning LLMs> Commentary Lecture

This is a course covering the GitHub notebooks and bonus content from <Build a Large Language Model from Scratch> (Gilbut, 2025). GitHub: https://github.com/rickiepark/llm-from-scratch/ <Build a Large Language Model from Scratch> is the Korean translation of the bestseller <Build a Large Language Model (from Scratch)> (Manning, 2024) by Sebastian Raschka. This book provides a way to learn and utilize the operating principles of large language models by building a complete model starting from scratch with OpenAI's GPT-2 model.

(4.8) 21 reviews

527 learners

Level Basic

Course period Unlimited

  • haesunpark
PyTorch
PyTorch
gpt-2
gpt-2
transformer
transformer
LLM
LLM
Fine-Tuning
Fine-Tuning
PyTorch
PyTorch
gpt-2
gpt-2
transformer
transformer
LLM
LLM
Fine-Tuning
Fine-Tuning

"Machine Learning, Just the Essentials, Fast!" and "Large Language Models, Just the Essentials, Fast!" books have been published.

Hello. I'm Park Haeseon.

Are you having a pleasant weekend? 🙂 I have news about a new book publication to share with you.

The Hundred-Page book series written by Andriy Burkov, who led the machine learning team at Gartner, has been published through Insight Publishing! Both <The Hundred-Page Machine Learning Book> and <The Hundred-Page Language Models Book> are bestsellers that gained high popularity on LeanPub and Amazon. These two books have been released as <Machine Learning, Just the Essentials!> and <Large Language Models, Just the Essentials!> respectively.

These two books thoroughly explore the true nature of machine learning and large language models through theory and examples. Although they are relatively thin books of about 200 pages, their style of progressing step by step from basic mathematical theory to reach the summit is remarkably honest and excellently captures the essence. I recommend them to everyone who wants to experience the fundamentals of machine learning and large language models! They are currently available for pre-order at online bookstores. 🙂


-- P.S.: If you enroll in the <Building and Learning LLM from Scratch> GitHub + bonus content commentary lecture during this week (2025.10.17~2025.10.26), we will randomly select four people to receive and as gifts. Thank you for your interest!

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