Promt Engineering
Promt Engineering
- write, refine and optimize prompts
- perfect the interaction between humans and LLM
- continuosly monitor thos prompts
- maintain an up to date promt library
AI
It is simulation of human intelligence processes by machines.
Generative AI
- text responses
- images
- music
- other
Linguistics
Language models
Promts
As better prompt - better result, the same as googling.
Open AI
https://platform.openai.com/docs/introduction/tokens
Best Practices
- clear intructions
- adopt a persona
- specify the format
- avoid leading the answer
- limit the scope
Zero shot and few shot promting
Text embedding
Vector Embeddings
- What are they?
- capturing semantic meaning in a long vector. There are different models that generates such vectors and they are depends on the model.
- ‘king’ - ‘man’ + ‘woman’ = ‘queen’ using vectors of these words
- jalammar.github.io
- What are they for?
- we can compare everything to everything
- types
- word/text
- graph
- document,
- image
- sentence
- use cases
- recommendation systens
- anomaly detection
- transder learning
- visualisations
- infromation retreival
- audio-speech processing
- facial recognition
- How to generate?