Transformers
- Refer Here
- Steps:
- Text -> Tokens
- Token -> Embeddings
- Adding positions (Positonal Encoding)
- Multi head Self Attention (Q, K, V)
- MLP
- Probability Distribution
- Prompt:
Act as a transfomer, I will be giving you a text show me <> in plain english and also in raw form
Encoder and Decoder
- Encoder understands/summarizes
- Decoder Generates.
How LLMs are trained
-
Training
-
Transformer + Teach social skills + Communications
- instruct models
- (after training we teach manners)
- instruct models
- Add additional qualities
- Fine tuning
- RLHF (Reinforcement learning with Human feedback)
- Self Supervision.
