Neural Networks
Layers, weights, biases, activation functions, and backpropagation explained clearly.
Novixel
Technology solutions that work as hard as you do. Dawson Creek, BC
SELF-PACED COURSE
AI Fundamentals: Transformers to Memory
Deep dive into how AI actually works. No fluff, just the fundamentals.
What You'll Learn
4 comprehensive modules covering the core concepts of modern AI.
Embeddings
How AI represents meaning. Word2Vec, semantic search, and vector spaces.
Attention & Transformers
The mechanism behind GPT, Claude, and modern LLMs. Self-attention deep dive.
Memory & RAG
How AI remembers. Vector databases, retrieval augmentation, and context windows.
Course Curriculum
Complete guide content with hands-on exercises.
Module 1: Foundations
45 min — Neural networks from scratch. Layers, weights, activation functions, backpropagation.
Module 2: Embeddings
40 min — Vector representations. Word2Vec, similarity search, embedding dimensions.
Module 3: Transformers
60 min — Attention mechanism. Self-attention, multi-head attention, GPT vs BERT.
Module 4: Memory & RAG
50 min — Retrieval augmented generation. Vector stores, chunking, building a RAG system.
Get Started
One-time purchase. Lifetime access. No subscriptions.
AI Fundamentals
$29 CAD
- 4 content modules (3+ hours)
- Hands-on exercises
- Code examples
- Lifetime access
BEST VALUE
Course Bundle
$126 $99 CAD
- AI Fundamentals course
- AI Assistant course ($97)
- 8+ hours total content
- Save $27