How to Actually Learn AI from Scratch in 2026 (Without Paying $1,000 for a Bootcamp)

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How to Actually Learn AI from Scratch in 2026 (Without Paying $1,000 for a Bootcamp)Shoaib Alam

As an AI Engineer at JPMC and a published NLP researcher, I get asked the same question almost every...

As an AI Engineer at JPMC and a published NLP researcher, I get asked the same question almost every week: "How do I start learning AI?"

The truth is, the current landscape of AI education is broken. If you want to learn Artificial Intelligence today, you usually run into one of two extremes:

  1. The Math Wall: University courses that drown you in linear algebra and calculus before you even get to write a single line of Python.
  2. The "ChatGPT Wrapper" Trap: Overpriced bootcamps that just teach you how to write prompts, leaving you with zero understanding of how the underlying models actually work.

I wanted to bridge this gap. I wanted to create a clear, fluff-free path that takes a complete beginner from basic Python to building real, production-ready AI systems (like Hybrid RAG).

So, I built AI From Scratch.

What is AI From Scratch?

AI From Scratch is a completely free, open-source educational platform designed specifically for builders, developers, and curious beginners.

Instead of hiding knowledge behind a paywall, I’ve open-sourced an entire curriculum that I wish I had when I was starting out.

Here is what you will find inside:

1. The Complete Beginner Roadmap

A step-by-step, 6-phase roadmap that cuts through the noise. It tells you exactly what to learn, in what order—starting from Python basics, moving through Machine Learning fundamentals, and finishing with Deep Learning and Large Language Models (LLMs).
👉 View the full 2026 Roadmap here

2. "Paper Everyday" — AI Research Made Simple

The AI frontier moves fast. The only way to keep up is by reading research papers. But academic papers are notoriously dense and full of jargon.

In the Papers section, I break down one landmark AI research paper every single day. I strip away the complex academic jargon and explain the core concepts in plain English, so you can actually understand the breakthroughs driving the industry forward.

3. Hands-On, Practical Courses

We focus on applied AI. For example, our current flagship track covers building Hybrid RAG (Retrieval-Augmented Generation) systems—the exact same architecture we use to build fiduciary-grade, scalable AI systems in institutional finance.

Why am I doing this for free?

Because the AI community thrives on open knowledge. When I published my research at EMNLP 2024 (LEGOBench), it was built on the shoulders of open-source research and community tutorials.

AI From Scratch is my way of giving back. If you have been sitting on the sidelines watching the AI revolution happen, this is your starting line.

How to get started?

No sign-ups, no paywalls, no email lists. Just dive straight in.

  1. Check out the Complete AI Roadmap to get your bearings.
  2. Read today's Simplified Research Paper.
  3. Start building!

🔗 Visit the platform: aifromscratch.in

Hi, I'm Shoaib Alam! I'm an AI Engineer specializing in NLP and Hybrid RAG. If you found this helpful, feel free to connect with me on [LinkedIn] or check out my GitHub. Let's build the future of AI together!