Introduction on AI - How computers understand Human
My IT courses by Kudo Burgos
This Course will discuss how development of AI became useful to human civilization how does a simple semi-conductor that only understand 0 and 1 can understand human language though trainings. ### Scopes * Introduction to AI * Tokens to Vector * Bag Of Words into Vector * Why Nvidia GPU is promising to AI development * Ideas on Implementing model using Python * Embeddings, RAG and many ideas to use utilize model for lessen intensive computing on GPU * Idea of Batching * Client Prompt and System Prompt * Free is not always be unlimited. * Idea for AI providers, what is neurons and consumed tokens for pricing.
Lessons
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Lesson 1
AI Introduction - Sample BoW of Words
What is AI? Artificial intelligence (AI) is technology that enables computers and machines to simulate human learning, comprehension, problem solving, decision...
Lesson 2
Welcome to Cosine similarity
Welcome Learn about Cosine Similarity What is Cosine Similarity and why is this one of popular for AI learning? Imagine you want to create a list of Vectors cre...
Lesson 3
TF-IDF : Lesson - How to turn Token into Vector with weights.
Looking for Ideas what AI model embedders used to turn some token into Vectors Introducing TF IDF vectorization. Other than BoW this method is one of the way ho...
Lesson 4
Tegola Tile Server - your first practice using Geometric Vectors using PostGIS
Introduction to Tegola Tile Server If you try to wonder how map is generated in browser where all network request is being flood and its really fast searching e...
Lesson 5
WSL UBUNTU + RTX GPU + PyTorch Setup
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Lesson 6
Lesson PostgreSQL - using pgVector - Create your simple AI Hotel Assistant name as Mora using embeddings
Wait for new Updates... Scope embeddings using pgVector. store data using embedding model use LLM model suitable to GPU Discussion of Hallucinations what is K =...