What Makes AI Different from Traditional Programming?

AI learns from data, while traditional code is explicitly programmed by humans.

AI Revolution: From Perceptron to Transformer

AI has evolved from simple models like Perceptron to advanced ones like Transformers.

Deep Dive: How Transformers Work – “Attention Is All You Need”

Transformers use attention mechanisms to focus on relevant words during learning.

Why Hugging Face Became the Hub for Open Source LLMs

Hugging Face provides models, datasets, and APIs for the AI community.

Transform Text to Embedding with HuggingFace Sentence Transformers

Use sentence-transformers to convert text to vector embeddings.

Saving Embeddings with FAISS – The Smart Choice

FAISS lets you store and search embeddings efficiently.

Comparing User Queries with Your FAISS Index

Compare query embeddings to find the most relevant context.

Beyond Sentence Transformers: More HuggingFace Capabilities

Explore additional NLP capabilities on HuggingFace like summarization, translation, and more.

What is RAG? Retrieval-Augmented Generation Explained

RAG combines retrieval with generation to enhance responses using knowledge base.

Fine-Tuning LLMs and Sharing on Hugging Face

You can fine-tune your own models and publish them to Hugging Face.