Machine learning and deep learning#
Machine learning lets programs learn patterns from data automatically; deep learning uses multi-layer neural networks to excel at vision, speech, and text tasks.
Large language models (LLMs)#
Built on the Transformer architecture, LLMs understand and generate natural language — powering chatbots, code generation, and knowledge Q&A.
AI engineering practices#
- Prompt engineering
- Retrieval-augmented generation (RAG)
- Fine-tuning and evaluation
This column will keep documenting AI learning and engineering practice.