Python, Deep Learning, and LLMs
Go from zero to training a pocket-sized language model.
# Education AssistantWhat is Python, Deep Learning, and LLMs?
This book is a coding and machine learning bootcamp in textbook form. You will get hands-on experience with the Python programming language, essential math concepts, neural nets – and, by the end, you will have coded and trained a pocket-sized language model. A high school math background is all you need to get started; no prior programming experience is required.
Problem
Users struggle to learn machine learning and LLMs due to high entry barriers from assumed programming/math prerequisites in existing resources, limiting accessibility for beginners.
Solution
A textbook-form coding bootcamp that teaches Python, essential math, neural networks, and LLMs hands-on. Users with only high school math can code and train a language model from scratch.
Customers
High school students, career changers, or self-learners seeking beginner-friendly ML/LLM education with no prior programming experience.
Unique Features
Zero prerequisites, end-to-end project (training a functional LLM), and integration of foundational Python + ML theory + practical coding exercises in one resource.
User Comments
Simplifies complex concepts for true beginners
Practical approach builds confidence
Clear progression from basics to LLMs
Accessible math explanations
Ideal for non-CS backgrounds
Traction
Listed on ProductHunt (specific metrics unavailable), but global e-learning AI market projected to reach $325 billion by 2025 (Research and Markets, 2023).
Market Size
The global AI in education market size was valued at $4 billion in 2022 and is expected to grow at a CAGR of 36% from 2023 to 2030 (Grand View Research, 2023).
