Introduction to transformer LLM applications

Tokens vs Embeddings

Multi-Model Embeddings

Building a Feed Forward NN Network

Self-attention, Traditional vs GQA

Quick Freshness of Fundamentals: What is AI, LLMs, Embeddings, Agents.

What is AI, LLMs, Embeddings, Agents (light-weight)

What is Prompt Engineering

Key LLM Concepts

Basic Tips

Traditional vs Reasoning Models

Anatomy of a Prompt

Traditional Model Example

Prompting Reasoning Models

Reasoning Model Example

Introduction to Synthetic Data, Evaluation, and Error Analysis

Fundamentals of Prompt Engineering

Retrieval Augmented Generation (RAG)

from The Basics of Prompt Engineering to RAG

Prompt Engineering

Step 1 - The Role

Step 2 - The Wish

Step 3 - The PRD

Step 4 - The Phase 1

Step 5 - The User Journey

Step 6 - The Politically Incorrect Sorting

Step 7 - The UI Development Plan

Step 8 - The Vibe

Step 9 - The UI Flow

Step 10 - The Design System

Step 11 - The Storage

11-step process for generating everything you need before you code a single line

Fullstack Planning

( the primaryDescriptionMarkdown is long - several lines, include images, as long as you want )

In this course we <headline of what we do>. <why this technology is good> but <here's how learning it is problem>. 

In <the length of these lessons> we cover <three salient points about what we cover. Your BEST points>. Its <however long it is> and comes with <these bonus features, and reasons to buy. code, etc.>

It's taught by <author name> who <credibility, reason you should listen to them>. <social proof, if you have it yet>

<then you can list other supporting stuff you want to add, anything you want here>

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Example:
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We created a free course to create your first GraphQL server (from scratch) using Node and TypeScript. TypeScript and GraphQL are a powerful combo, but there's a lot of confusing edges if you're getting it setup the first time.

In this course we cover the basics of getting TypeScript setup with Node, how GraphQL works, and how to set up a GraphQL server using Apollo server. It's two hours long, it comes with complete code examples, and we walk through the code step-by-step.

It's taught by my friend, Shopify-engineer Hassan Djirdeh and he's integrated what he's learned using GraphQL in production as an engineer at Shopify. We've already had over 1,300 students enroll and it's been getting great reviews so far.

// ... and so on

From prompt to product in days, without bogging into advanced topics

In this course we <headline of what we do>. <why this technology is good> but <here's how learning it is problem>. 

( the summary is short - one or two lines )

Power AI course 

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title: Multi-Model Embeddings
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