Understanding frontier LLMs can be easy.

From fundamentals to the cutting edge intuitively, with everything in one place.

LLM Fundamentals
Architecture
Pre-training
Post-training

What existing learners say

Jeremy Wu profile photo

Jeremy Wu

Master in Analytics, Northeastern University

i just learned one hot encoding in my python class this quarter, and you nailed it here:

I like how you show how AI is limited, mentioning the traditional one hot encoding and the solution such as Dense Embeddings for more complex problems.

Smooth explanations of embeddings and transformers, i think your embedding chapter is great!

I think those with a bit of understanding about AI will cruise through your course based on the first 3 chapters.

Simple explanations, not too wordy, colloquial so more entertaining for the readers, and not too long to lose their interest!

Ray Wen profile photo

Ray Wen

Master in computer science, New York University

Intuitive AI Academy replaces the typical AI information overload with a streamlined, intentional curriculum.

It strips away the distractions, allowing you to focus on building a cohesive understanding of LLMs without losing the freedom to explore the details.

Jason Lee profile photo

Jason Lee

masters student at University of Washington, student researcher at ai2

There's no doubt that AI and deep learning will have a tremendous impact on the world.

No matter you background, I believe it's never too late or too difficult for anyone to learn and fully understand the future we're building.

Intuitive Academy lowers the barriers to entry for AI systems, enabling everyone to truly comprehend AI from the core fundamentals to the latest state of the art breakthroughs.

Learning Materials Preview

We explain in the best way for every topic -- Start learning to take a look!

Learning materials preview showing course content and explanations

Why Intuitive AI

Learning should be easy

Learning LLMs can be more intuitive than you expect.

We've designed every lesson for clarity and deep understanding, with easy to comprehend visuals and graphs.

Perfect for:

  • Industry professionals to learn how LLMs function to better apply at work
  • Students/researchers to quickly get up-to-date on existing knowledge FAST
  • Business owners or freelancers to comprehend the TRUE pros/cons of AI

Like no others

We compile frontier AI knowledge in one place, and the only place that makes it easy to understand for EVERYONE.

Everything you need to learn is here—no more hunting across the web. We filter out the noise and continuously update content to give you the most condensed & high quality knowledge.

Why Learn AI Now

The pay is excellent, but that's just one of many reasons

Explosive Demand

AI-related roles are more critical than ever. From research to real-world applications, the demand far exceeds what most people realize.

Early Opportunity

Contrary to popular belief, the field is still in its infancy. There's enormous ground to cover and countless problems waiting to be solved.

Content Overview

LLM Fundamentals

architecture

9 chapters
Introduction
Tokenization
The Embedding Layer
Positional Encoding
Attention
Layers of Understanding
Learning to Predict
Instruction Tuning and RLHF
GPT-2 from Scratch

pre-training

8 chapters
Overview
Training Objectives and Architectural Details
Scaling Laws and Optimization
Training Data Engineering
Training Infrastructure and Systems
Advanced Pretraining Objectives
Evaluation During Pretraining
Case Study - LLaMA 3

post-training

5 chapters
Overview
Supervised Fine-Tuning
Preference Optimization
Tools and Safety Tuning
Case Study on Tulu 3

LLM Advanced

distillation

1 chapter
Distillation

lora

1 chapter
LoRA

mixture-of-experts

1 chapter
Mixture of Experts (MoE)

Simple Pricing

Monthly

Billed monthly

$12/month
  • Access to all 150,000+ words, 24+ chapters of learning content
  • Easy progress tracking & bookmarks
  • Monthly high signal content updates
  • Learning community access
Best Value

Yearly

Billed annually

Save $24 ($10/month)

$120/year
  • Access to all 150,000+ words, 24+ chapters of learning content
  • Easy progress tracking & bookmarks
  • Monthly high signal content updates
  • Learning community access

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