LLMs are the worlds most powerful autocomplete
11 hours ago
- #AI training
- #LLM basics
- #tokenization
- LLMs are advanced machine learning models trained on large text datasets to generate text, powering tools like ChatGPT and Claude.
- They work by tokenizing input text into tokens (characters or groups of characters) and predicting the next token based on probability distributions.
- Pre-training involves teaching the model general knowledge by having it complete text from diverse datasets, requiring significant computational resources.
- Instruction fine-tuning adapts LLMs to follow specific instructions by framing them as text completion tasks using special tokens for prompts and responses.
- Alignment with human preferences refines outputs by training models to favor responses preferred by humans, improving the quality and appropriateness of generated text.